Few-Shot

Few-Shot

• 2022-06-27 Prompting Decision Transformer for Few-Shot Policy Generalization    Mengdi Xu, Yikang Shen, Shun Zhang, Yuchen Lu, Ding Zhao, Joshua B. Tenenbaum, Chuang Gan arXiv_CV arXiv_CV  Transformer  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2022-06-27 Few-Shot Stance Detection via Target-Aware Prompt Distillation    Yan Jiang, Jinhua Gao, Huawei Shen, Xueqi Cheng arXiv_CL arXiv_CL  Knowledge  Pose  Detection  Relation  Few-Shot  Attention  Language_Model  PDF
• 2022-06-25 p-Meta: Towards On-device Deep Model Adaptation    Zhongnan Qu, Zimu Zhou, Yongxin Tong, Lothar Thiele arXiv_CV arXiv_CV  Reinforcement_Learning  Pose  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2022-06-25 Synthesizing Personalized Non-speech Vocalization from Discrete Speech Representations    Chin-Cheng Hsu arXiv_CL arXiv_CL  Bert  Speech  Few-Shot  PDF
• 2022-06-24 Unified BERT for Few-shot Natural Language Understanding    JunYu Lu, Ping Yang, JiaXing Zhang, RuYi Gan, Jing Yang arXiv_CL arXiv_CL  Bert  Zero-Shot  Knowledge  Pose  Action  Classification  Few-Shot  Language_Model  PDF
• 2022-06-23 PromptPose: Language Prompt Helps Animal Pose Estimation    Xu Zhang, Wen Wang, Zhe Chen, Jing Zhang, Dacheng Tao arXiv_CV arXiv_CV  Pose_Estimation  Knowledge  Pose  Relation  Few-Shot  Language_Model  Prediction  PDF
• 2022-06-23 Few-Shot Non-Parametric Learning with Deep Latent Variable Model    Zhiying Jiang, Yiqin Dai, Ji Xin, Ming Li, Jimmy Lin arXiv_AI arXiv_AI  Unsupervised  Knowledge  Pose  Face  Classification  Relation  Few-Shot  Image_Classification  PDF
• 2022-06-23 ICME 2022 Few-shot LOGO detection top 9 solution    Ka Ho Tong, Ka Wai Cheung, Xiaochuan Yu arXiv_CV arXiv_CV  Adversarial  Detection  Few-Shot  PDF
• 2022-06-22 GODEL: Large-Scale Pre-Training for Goal-Directed Dialog    Baolin Peng, Michel Galley, Pengcheng He, Chris Brockett, Lars Liden, Elnaz Nouri, Zhou Yu, Bill Dolan, Jianfeng Gao arXiv_CL arXiv_CL  Relation  Few-Shot  Language_Model  QA  PDF
• 2022-06-22 Single Morphing Attack Detection using Siamese Network and Few-shot Learning    Juan Tapia, Daniel Schulz, Christoph Busch arXiv_CV arXiv_CV  Pose  Face  Classification  Detection  Few-Shot  PDF
• 2022-06-22 Few-shot Long-Tailed Bird Audio Recognition    Marcos V. Conde, Ui-Jin Choi arXiv_CV arXiv_CV  Recognition  Pose  Classification  Detection  Few-Shot  CNN  PDF
• 2022-06-21 Exploring the Effectiveness of Self-supervised Learning and Classifier Chains in Emotion Recognition of Nonverbal Vocalizations    Detai Xin, Shinnosuke Takamichi, Hiroshi Saruwatari arXiv_SD arXiv_SD  Recognition  Self-Supervised  Pose  Emotion  Relation  Few-Shot  PDF
• 2022-06-21 Low Resource Pipeline for Spoken Language Understanding via Weak Supervision    Ayush Kumar, Rishabh Kumar Tripathi, Jithendra Vepa arXiv_CL arXiv_CL  Sentiment_Classification  Pose  Emotion  Classification  Detection  Sentiment  Few-Shot  PDF
• 2022-06-21 KnowDA: All-in-One Knowledge Mixture Model for Data Augmentation in Few-Shot NLP    Yufei Wang, Jiayi Zheng, Can Xu, Xiubo Geng, Tao Shen, Chongyang Tao, Daxin Jiang arXiv_CL arXiv_CL  Bert  Knowledge  Pose  Few-Shot  Denoising  Language_Model  PDF
• 2022-06-21 Few-Max: Few-Shot Domain Adaptation for Unsupervised Contrastive Representation Learning    Ali Lotfi Rezaabad, Sidharth Kumar, Sriram Vishwanath, Jonathan I. Tamir arXiv_AI arXiv_AI  Unsupervised  Represenation_Learning  Self-Supervised  Pose  Contrastive_Learning  Few-Shot  PDF
• 2022-06-20 Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification    Massimiliano Patacchiola, John Bronskill, Aliaksandra Shysheya, Katja Hofmann, Sebastian Nowozin, Richard E. Turner arXiv_CV arXiv_CV  Knowledge  Classification  Few-Shot  Image_Classification  PDF
• 2022-06-20 MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation    Ehtesham Iqbal, Sirojbek Safarov, Seongdeok Bang arXiv_CV arXiv_CV  Segmentation  Pose  Relation  Few-Shot  Attention  Prediction  PDF
• 2022-06-18 EEML: Ensemble Embedded Meta-learning    Geng Li, Boyuan Ren, Hongzhi Wang arXiv_AI arXiv_AI  Embedding  Knowledge  Pose  Few-Shot  GAN  Matching  PDF
• 2022-06-18 Demystifying the Base and Novel Performances for Few-shot Class-incremental Learning    Jaehoon Oh, Se-Young Yun arXiv_AI arXiv_AI  Knowledge  Pose  Few-Shot  PDF
• 2022-06-17 Towards Human-Level Bimanual Dexterous Manipulation with Reinforcement Learning    Yuanpei Chen, Yaodong Yang, Tianhao Wu, Shengjie Wang, Xidong Feng, Jiechuang Jiang, Stephen Marcus McAleer, Hao Dong, Zongqing Lu, Song-Chun Zhu arXiv_RO arXiv_RO  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2022-06-17 FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification    Aliaksandra Shysheya, John Bronskill, Massimiliano Patacchiola, Sebastian Nowozin, Richard E Turner arXiv_CV arXiv_CV  Transfer_Learning  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2022-06-16 Zero-Shot Video Question Answering via Frozen Bidirectional Language Models    Antoine Yang, Antoine Miech, Josef Sivic, Ivan Laptev, Cordelia Schmid arXiv_CV arXiv_CV  Zero-Shot  Pose  VQA  Few-Shot  Activity  Inference  Language_Model  QA  PDF
• 2022-06-16 Self-Adaptive Label Augmentation for Semi-supervised Few-shot Classification    Xueliang Wang, Jianyu Cai, Shuiwang Ji, Houqiang Li, Feng Wu, Jie Wang arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2022-06-16 Channel Importance Matters in Few-Shot Image Classification    Xu Luo, Jing Xu, Zenglin Xu arXiv_CV arXiv_CV  Image_Caption  Pose  Classification  Few-Shot  Attention  CNN  Image_Classification  PDF
• 2022-06-16 Lifelong Wandering: A realistic few-shot online continual learning setting    Mayank Lunayach, James Smith, Zsolt Kira arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2022-06-15 TOKEN is a MASK: Few-shot Named Entity Recognition with Pre-trained Language Models    Ali Davody, David Ifeoluwa Adelani, Thomas Kleinbauer, Dietrich Klakow arXiv_CL arXiv_CL  Recognition  Zero-Shot  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2022-06-15 NatGen: Generative pre-training by 'Naturalizing' source code    Saikat Chakraborty, Toufique Ahmed, Yangruibo Ding, Premkumar Devanbu, Baishakhi Ray arXiv_AI arXiv_AI  Zero-Shot  Self-Supervised  Pose  Few-Shot  Language_Model  PDF
• 2022-06-15 Lessons learned from the NeurIPS 2021 MetaDL challenge: Backbone fine-tuning without episodic meta-learning dominates for few-shot learning image classification    Adrian El Baz, André Carvalho, Hong Chen, Fabio Ferreira, Henry Gouk, Shell Hu, Frank Hutter, Zhengying Liu, Felix Mohr, Jan van Rijn, Xin Wang, Isabelle Guyon (TAU, LISN) arXiv_AI arXiv_AI  Transfer_Learning  Knowledge  Classification  Few-Shot  GAN  Image_Classification  PDF
• 2022-06-15 Rethinking Generalization in Few-Shot Classification    Markus Hiller, Rongkai Ma, Mehrtash Harandi, Tom Drummond arXiv_CV arXiv_CV  Transformer  Embedding  Unsupervised  Optimization  Pose  Classification  Few-Shot  Inference  PDF
• 2022-06-15 On Enforcing Better Conditioned Meta-Learning for Rapid Few-Shot Adaptation    Markus Hiller, Mehrtash Harandi, Tom Drummond arXiv_CV arXiv_CV  Optimization  Pose  Classification  Few-Shot  Inference  PDF
• 2022-06-14 LAVENDER: Unifying Video-Language Understanding as Masked Language Modeling    Linjie Li, Zhe Gan, Kevin Lin, Chung-Ching Lin, Zicheng Liu, Ce Liu, Lijuan Wang arXiv_CV arXiv_CV  Video_Caption  Zero-Shot  Face  Few-Shot  Caption  Language_Model  Video_Retrieval  PDF
• 2022-06-14 Exploring speaker enrolment for few-shot personalisation in emotional vocalisation prediction    Andreas Triantafyllopoulos, Meishu Song, Zijiang Yang, Xin Jing, Björn W. Schuller arXiv_SD arXiv_SD  Emotion  Few-Shot  Attention  Prediction  PDF
• 2022-06-13 Language Models are General-Purpose Interfaces    Yaru Hao, Haoyu Song, Li Dong, Shaohan Huang, Zewen Chi, Wenhui Wang, Shuming Ma, Furu Wei arXiv_CL arXiv_CL  Zero-Shot  Pose  Face  Few-Shot  Attention  Language_Model  PDF
• 2022-06-13 Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning    Yanpeng Sun, Qiang Chen, Xiangyu He, Jian Wang, Haocheng Feng, Junyu Han, Errui Ding, Jian Cheng, Zechao Li, Jingdong Wang arXiv_CV arXiv_CV  Segmentation  Pose  Few-Shot  PDF
• 2022-06-13 Improve Ranking Correlation of Super-net through Training Scheme from One-shot NAS to Few-shot NAS    Jiawei Liu, Kaiyu Zhang, Weitai Hu, Qing Yang arXiv_CV arXiv_CV  NAS  Pose  Relation  Few-Shot  PDF
• 2022-06-12 GLIPv2: Unifying Localization and Vision-Language Understanding    Haotian Zhang, Pengchuan Zhang, Xiaowei Hu, Yen-Chun Chen, Liunian Harold Li, Xiyang Dai, Lijuan Wang, Lu Yuan, Jenq-Neng Hwang, Jianfeng Gao arXiv_AI arXiv_AI  Image_Caption  Segmentation  Zero-Shot  Contrastive_Learning  Detection  VQA  Few-Shot  Object_Detection  GAN  Caption  Language_Model  QA  PDF
• 2022-06-10 Real-time Hyper-Dimensional Reconfiguration at the Edge using Hardware Accelerators    Indhumathi Kandaswamy, Saurabh Farkya, Zachary Daniels, Gooitzen van der Wal, Aswin Raghavan, Yuzheng Zhang, Jun Hu, Michael Lomnitz, Michael Isnardi, David Zhang, Michael Piacentino arXiv_CV arXiv_CV  Quantization  Gradient_Descent  Classification  Few-Shot  Activity  PDF
• 2022-06-10 Unsupervised and Few-shot Parsing from Pretrained Language Models    Zhiyuan Zeng, Deyi Xiong arXiv_CL arXiv_CL  Segmentation  Unsupervised  Knowledge  Pose  Few-Shot  Attention  Language_Model  PDF
• 2022-06-10 Masked Autoencoders are Robust Data Augmentors    Haohang Xu, Shuangrui Ding, Xiaopeng Zhang, Hongkai Xiong, Qi Tian arXiv_CV arXiv_CV  Recognition  Regularization  Self-Supervised  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2022-06-09 Learn2Augment: Learning to Composite Videos for Data Augmentation in Action Recognition    Shreyank N Gowda, Marcus Rohrbach, Frank Keller, Laura Sevilla-Lara arXiv_CV arXiv_CV  Recognition  Pose  Action_Recognition  Action  Few-Shot  PDF
• 2022-06-09 Neural Prompt Search    Yuanhan Zhang, Kaiyang Zhou, Ziwei Liu arXiv_AI arXiv_AI  Transformer  NAS  Pose  Few-Shot  PDF
• 2022-06-09 On the Generalization and Adaption Performance of Causal Models    Nino Scherrer, Anirudh Goyal, Stefan Bauer, Yoshua Bengio, Nan Rosemary Ke arXiv_AI arXiv_AI  Sparse  Knowledge  Pose  Few-Shot  PDF
• 2022-06-08 Few-shot Question Generation for Personalized Feedback in Intelligent Tutoring Systems    Devang Kulshreshtha, Muhammad Shayan, Robert Belfer, Siva Reddy, Iulian Vlad Serban, Ekaterina Kochmar arXiv_CL arXiv_CL  Transformer  Few-Shot  PDF
• 2022-06-08 POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples    Duong H. Le, Khoi D. Nguyen, Khoi Nguyen, Quoc-Huy Tran, Rang Nguyen, Binh-Son Hua arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2022-06-08 Few-Shot Audio-Visual Learning of Environment Acoustics    Sagnik Majumder, Changan Chen, Ziad Al-Halah, Kristen Grauman arXiv_CV arXiv_CV  Transformer  3D  Sparse  Few-Shot  Attention  Prediction  PDF
• 2022-06-08 Few-shot Prompting Toward Controllable Response Generation    Hsuan Su, Pohan Chi, Shih-Cheng Huang, Chung Ho Lam, Saurav Sahay, Shang-Tse Chen, Hung-yi Lee arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Few-Shot  Language_Model  QA  PDF
• 2022-06-08 Metric Based Few-Shot Graph Classification    Donato Crisostomi, Simone Antonelli, Valentino Maiorca, Luca Moschella, Riccardo Marin, Emanuele Rodolà arXiv_AI arXiv_AI  Embedding  Represenation_Learning  Pose  Face  Classification  Deep_Learning  Few-Shot  PDF
• 2022-06-07 SHRED: 3D Shape Region Decomposition with Learned Local Operations    R. Kenny Jones, Aalia Habib, Daniel Ritchie arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Point_Cloud  3D  Zero-Shot  Few-Shot  PDF
• 2022-06-07 DynaMaR: Dynamic Prompt with Mask Token Representation    Xiaodi Sun, Sunny Rajagopalan, Priyanka Nigam, Weiyi Lu, Yi Xu, Belinda Zeng, Trishul Chilimbi arXiv_CL arXiv_CL  Unsupervised  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-06-06 Curriculum-Based Self-Training Makes Better Few-Shot Learners for Data-to-Text Generation    Pei Ke, Haozhe Ji, Zhenyu Yang, Yi Huang, Junlan Feng, Xiaoyan Zhu, Minlie Huang arXiv_CL arXiv_CL  Unsupervised  Pose  Relation  Few-Shot  Text_Generation  PDF
• 2022-06-06 OrdinalCLIP: Learning Rank Prompts for Language-Guided Ordinal Regression    Wanhua Li, Xiaoke Huang, Zheng Zhu, Yansong Tang, Xiu Li, Jiwen Lu, Jie Zhou arXiv_CV arXiv_CV  Embedding  Pose  Few-Shot  Language_Model  Matching  PDF
• 2022-06-06 On the Advance of Making Language Models Better Reasoners    Yifei Li, Zeqi Lin, Shizhuo Zhang, Qiang Fu, Bei Chen, Jian-Guang Lou, Weizhu Chen arXiv_AI arXiv_AI  Pose  Few-Shot  Language_Model  PDF
• 2022-06-04 Guided Deep Metric Learning    Jorge Gonzalez-Zapata, Ivan Reyes-Amezcua, Daniel Flores-Araiza, Mauricio Mendez-Ruiz, Gilberto Ochoa-Ruiz, Andres Mendez-Vazquez arXiv_AI arXiv_AI  Knowledge  Pose  Few-Shot  PDF
• 2022-06-04 Robust Meta-learning with Sampling Noise and Label Noise via Eigen-Reptile    Dong Chen, Lingfei Wu, Siliang Tang, Xiao Yun, Bo Long, Yueting Zhuang arXiv_AI arXiv_AI  Pose  Few-Shot  PDF
• 2022-06-04 The Spike Gating Flow: A Hierarchical Structure Based Spiking Neural Network for Online Gesture Recognition    Zihao Zhao, Yanhong Wang, Qiaosha Zou, Tie Xu, Fangbo Tao, Jiansong Zhang, Xiaoan Wang, C.-J. Richard Shi, Junwen Luo, Yuan Xie arXiv_AI arXiv_AI  Recognition  Gesture  Knowledge  Face  Action_Recognition  Action  Classification  Deep_Learning  Detection  Few-Shot  Inference  PDF
• 2022-06-03 Beyond Opinion Mining: Summarizing Opinions of Customer Reviews    Reinald Kim Amplayo, Arthur Bražinskas, Yoshi Suhara, Xiaolan Wang, Bing Liu arXiv_AI arXiv_AI  Unsupervised  Knowledge  Review  Few-Shot  Summarization  Text_Generation  Inference  PDF
• 2022-06-02 Modeling Image Composition for Complex Scene Generation    Zuopeng Yang, Daqing Liu, Chaoyue Wang, Jie Yang, Dacheng Tao arXiv_CV arXiv_CV  Transformer  Scene_Generation  Pose  Quantitative  Relation  Few-Shot  Attention  PDF
• 2022-05-31 FHIST: A Benchmark for Few-shot Classification of Histological Images    Fereshteh Shakeri, Malik Boudiaf, Sina Mohammadi, Ivaxi Sheth, Mohammad Havaei, Ismail Ben Ayed, Samira Ebrahimi Kahou arXiv_CV arXiv_CV  Sparse  Regularization  Classification  Few-Shot  Medical  Image_Classification  PDF
• 2022-05-31 HyperMAML: Few-Shot Adaptation of Deep Models with Hypernetworks    M. Przewięźlikowski, P. Przybysz, J. Tabor, M. Zięba, P. Spurek arXiv_AI arXiv_AI  Gradient_Descent  Optimization  Pose  Few-Shot  GAN  PDF
• 2022-05-31 Meta-ticket: Finding optimal subnetworks for few-shot learning within randomly initialized neural networks    Daiki Chijiwa, Shin'ya Yamaguchi, Atsutoshi Kumagai, Yasutoshi Ida arXiv_AI arXiv_AI  Sparse  Pose  Few-Shot  PDF
• 2022-05-31 iFS-RCNN: An Incremental Few-shot Instance Segmenter    Khoi Nguyen, Sinisa Todorovic arXiv_CV arXiv_CV  Segmentation  Few-Shot  Prediction  PDF
• 2022-05-30 Few-Shot Diffusion Models    Giorgio Giannone, Didrik Nielsen, Ole Winther arXiv_CV arXiv_CV  Transformer  Few-Shot  Denoising  Inference  PDF
• 2022-05-30 Zero-Shot and Few-Shot Learning for Lung Cancer Multi-Label Classification using Vision Transformer    Fu-Ming Guo, Yingfang Fan arXiv_AI arXiv_AI  Transformer  Zero-Shot  Classification  Few-Shot  PDF
• 2022-05-30 Few-Shot Adaptation of Pre-Trained Networks for Domain Shift    Wenyu Zhang, Li Shen, Wanyue Zhang, Chuan-Sheng Foo arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Optimization  Pose  Classification  Few-Shot  PDF
• 2022-05-30 Few-shot Class-incremental Learning for 3D Point Cloud Objects    Townim Chowdhury, Ali Cheraghian, Sameera Ramasinghe, Sahar Ahmadi, Morteza Saberi, Shafin Rahman arXiv_CV arXiv_CV  Point_Cloud  3D  Knowledge  Pose  Few-Shot  PDF
• 2022-05-30 Prompting ELECTRA: Few-Shot Learning with Discriminative Pre-Trained Models    Mengzhou Xia, Mikel Artetxe, Jingfei Du, Danqi Chen, Ves Stoyanov arXiv_CL arXiv_CL  Few-Shot  Language_Model  Prediction  PDF
• 2022-05-30 Billions of Parameters Are Worth More Than In-domain Training Data: A case study in the Legal Case Entailment Task    Guilherme Moraes Rosa, Luiz Bonifacio, Vitor Jeronymo, Hugo Abonizio, Roberto Lotufo, Rodrigo Nogueira arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2022-05-30 X-SCITLDR: Cross-Lingual Extreme Summarization of Scholarly Documents    Sotaro Takeshita, Tommaso Green, Niklas Friedrich, Kai Eckert, Simone Paolo Ponzetto arXiv_CL arXiv_CL  Few-Shot  Summarization  PDF
• 2022-05-30 Task-Prior Conditional Variational Auto-Encoder for Few-Shot Image Classification    Zaiyun Yang arXiv_CV arXiv_CV  Regularization  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2022-05-30 Easter2.0: Improving convolutional models for handwritten text recognition    Kartik Chaudhary, Raghav Bali arXiv_AI arXiv_AI  Transformer  Handwriting  Recognition  OCR  RNN  Pose  Classification  Few-Shot  CNN  PDF
• 2022-05-30 Prompt-aligned Gradient for Prompt Tuning    Beier Zhu, Yulei Niu, Yucheng Han, Yue Wu, Hanwang Zhang arXiv_CV arXiv_CV  Zero-Shot  Knowledge  Few-Shot  Language_Model  Prediction  PDF
• 2022-05-29 Decoupling Knowledge from Memorization: Retrieval-augmented Prompt Learning    Xiang Chen, Lei Li, Ningyu Zhang, Xiaozhuan Liang, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen arXiv_CL arXiv_CL  Enhancement  Zero-Shot  Knowledge  Pose  Few-Shot  Inference  Language_Model  PDF
• 2022-05-28 Point-M2AE: Multi-scale Masked Autoencoders for Hierarchical Point Cloud Pre-training    Renrui Zhang, Ziyu Guo, Peng Gao, Rongyao Fang, Bin Zhao, Dong Wang, Yu Qiao, Hongsheng Li arXiv_AI arXiv_AI  Transformer  Reconstruction  Segmentation  Point_Cloud  3D  Represenation_Learning  Self-Supervised  Pose  Classification  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2022-05-28 Few-shot Subgoal Planning with Language Models    Lajanugen Logeswaran, Yao Fu, Moontae Lee, Honglak Lee arXiv_CL arXiv_CL  Pose  Action  Few-Shot  Language_Model  Prediction  PDF
• 2022-05-27 Geometer: Graph Few-Shot Class-Incremental Learning via Prototype Representation    Bin Lu, Xiaoying Gan, Lina Yang, Weinan Zhang, Luoyi Fu, Xinbing Wang arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Few-Shot  Attention  PDF
• 2022-05-27 Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer    Bin Lu, Xiaoying Gan, Weinan Zhang, Huaxiu Yao, Luoyi Fu, Xinbing Wang arXiv_AI arXiv_AI  Reconstruction  Knowledge  Pose  Action  Few-Shot  Prediction  Matching  PDF
• 2022-05-27 Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions    Huaizu Jiang, Xiaojian Ma, Weili Nie, Zhiding Yu, Yuke Zhu, Anima Anandkumar arXiv_AI arXiv_AI  Recognition  Represenation_Learning  Action  Detection  Few-Shot  Prediction  PDF
• 2022-05-26 Learning Dialogue Representations from Consecutive Utterances    Zhihan Zhou, Dejiao Zhang, Wei Xiao, Nicholas Dingwall, Xiaofei Ma, Andrew O. Arnold, Bing Xiang arXiv_CL arXiv_CL  Embedding  Unsupervised  Zero-Shot  Self-Supervised  Contrastive_Learning  Classification  Few-Shot  PDF
• 2022-05-26 Matryoshka Representations for Adaptive Deployment    Aditya Kusupati, Gantavya Bhatt, Aniket Rege, Matthew Wallingford, Aditya Sinha, Vivek Ramanujan, William Howard-Snyder, Kaifeng Chen, Sham Kakade, Prateek Jain, Ali Farhadi arXiv_CV arXiv_CV  Embedding  Bert  Represenation_Learning  Pose  Classification  Few-Shot  Inference  PDF
• 2022-05-25 Large Language Models are Zero-Shot Clinical Information Extractors    Monica Agrawal, Stefan Hegselmann, Hunter Lang, Yoon Kim, David Sontag arXiv_AI arXiv_AI  Zero-Shot  Action  Few-Shot  Language_Model  PDF
• 2022-05-25 Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning    Prakhar Gupta, Cathy Jiao, Yi-Ting Yeh, Shikib Mehri, Maxine Eskenazi, Jeffrey P. Bigham arXiv_CL arXiv_CL  Zero-Shot  Pose  Action  Detection  Few-Shot  Language_Model  PDF
• 2022-05-25 Fast Inference and Transfer of Compositional Task Structures for Few-shot Task Generalization    Sungryull Sohn, Hyunjae Woo, Jongwook Choi, lyubing qiang, Izzeddin Gur, Aleksandra Faust, Honglak Lee arXiv_AI arXiv_AI  Embedding  Reinforcement_Learning  Pose  Few-Shot  Inference  PDF
• 2022-05-25 Intermediate Training on Question Answering Datasets Improves Generative Data Augmentation    Dheeraj Mekala, Tu Vu, Jingbo Shang arXiv_CL arXiv_CL  Zero-Shot  Classification  Sentiment  Few-Shot  Text_Generation  Language_Model  QA  PDF
• 2022-05-25 RLPrompt: Optimizing Discrete Text Prompts With Reinforcement Learning    Mingkai Deng, Jianyu Wang, Cheng-Ping Hsieh, Yihan Wang, Han Guo, Tianmin Shu, Meng Song, Eric P. Xing, Zhiting Hu arXiv_CL arXiv_CL  Embedding  Unsupervised  Style_Transfer  Reinforcement_Learning  Bert  Optimization  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-05-25 ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection    Badr AlKhamissi, Faisal Ladhak, Srini Iyer, Ves Stoyanov, Zornitsa Kozareva, Xian Li, Pascale Fung, Lambert Mathias, Asli Celikyilmaz, Mona Diab arXiv_CL arXiv_CL  Knowledge  Speech  Detection  Few-Shot  PDF
• 2022-05-25 Learning a Better Initialization for Soft Prompts via Meta-Learning    Yukun Huang, Kun Qian, Zhou Yu arXiv_CL arXiv_CL  Unsupervised  Pose  Few-Shot  Language_Model  PDF
• 2022-05-25 Logical Satisfiability of Counterfactuals for Faithful Explanations in NLI    Suzanna Sia, Anton Belyy, Amjad Almahairi, Madian Khabsa, Luke Zettlemoyer, Lambert Mathias arXiv_CL arXiv_CL  Pose  Few-Shot  Prediction  PDF
• 2022-05-25 FLEURS: Few-shot Learning Evaluation of Universal Representations of Speech    Alexis Conneau, Min Ma, Simran Khanuja, Yu Zhang, Vera Axelrod, Siddharth Dalmia, Jason Riesa, Clara Rivera, Ankur Bapna arXiv_CL arXiv_CL  Recognition  Speech  SLAM  Few-Shot  Speech_Recognition  PDF
• 2022-05-24 AdaMix: Mixture-of-Adapter for Parameter-efficient Tuning of Large Language Models    Yaqing Wang, Subhabrata Mukherjee, Xiaodong Liu, Jing Gao, Ahmed Hassan Awadallah, Jianfeng Gao arXiv_AI arXiv_AI  Transformer  Sparse  Pose  Few-Shot  Language_Model  PDF
• 2022-05-24 Hyper-X: A Unified Hypernetwork for Multi-Task Multilingual Transfer    Ahmet Üstün, Arianna Bisazza, Gosse Bouma, Gertjan van Noord, Sebastian Ruder arXiv_CL arXiv_CL  Embedding  Transfer_Learning  Zero-Shot  Knowledge  Pose  Few-Shot  PDF
• 2022-05-24 GraphQ IR: Unifying Semantic Parsing of Graph Query Language with Intermediate Representation    Lunyiu Nie, Shulin Cao, Jiaxin Shi, Qi Tian, Lei Hou, Juanzi Li, Jidong Zhai arXiv_CL arXiv_CL  Pose  Few-Shot  QA  PDF
• 2022-05-24 Naive Few-Shot Learning: Sequence Consistency Evaluation    Tomer Barak, Yonatan Loewenstein arXiv_AI arXiv_AI  Pose  Deep_Learning  Detection  Relation  Few-Shot  PDF
• 2022-05-24 Large Language Models are Zero-Shot Reasoners    Takeshi Kojima, Shixiang Shane Gu, Machel Reid, Yutaka Matsuo, Yusuke Iwasawa arXiv_AI arXiv_AI  Tracking  Zero-Shot  Knowledge  Few-Shot  Language_Model  PDF
• 2022-05-24 Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity Recognition    Zihan Wang, Kewen Zhao, Zilong Wang, Jingbo Shang arXiv_AI arXiv_AI  Recognition  Bert  Pose  Few-Shot  Language_Model  Prediction  PDF
• 2022-05-24 Adaptive Few-Shot Learning Algorithm for Rare Sound Event Detection    Chendong Zhao, Jianzong Wang, Leilai Li, Xiaoyang Qu, Jing Xiao arXiv_AI arXiv_AI  Embedding  Knowledge  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-05-24 Workflow Discovery from Dialogues in the Low Data Regime    Amine El Hattami, Stefania Raimondo, Issam Laradji, David Vazquez, Pau Rodriguez, Chris Pal arXiv_CL arXiv_CL  Transformer  Tracking  Zero-Shot  Pose  Action  Few-Shot  GAN  PDF
• 2022-05-23 Penguins Don't Fly: Reasoning about Generics through Instantiations and Exceptions    Emily Allaway, Jena D. Hwang, Chandra Bhagavatula, Kathleen McKeown, Doug Downey, Yejin Choi arXiv_CL arXiv_CL  Knowledge  Few-Shot  Inference  Language_Model  PDF
• 2022-05-23 What Makes Data-to-Text Generation Hard for Pretrained Language Models?    Moniba Keymanesh, Adrian Benton, Mark Dredze arXiv_AI arXiv_AI  Knowledge  Relation  Few-Shot  Text_Generation  Language_Model  PDF
• 2022-05-23 Prompt-and-Rerank: A Method for Zero-Shot and Few-Shot Arbitrary Textual Style Transfer with Small Language Models    Mirac Suzgun, Luke Melas-Kyriazi, Dan Jurafsky arXiv_CL arXiv_CL  Style_Transfer  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2022-05-23 Many-Class Text Classification with Matching    Yi Song, Yuxian Gu, Minlie Huang arXiv_CL arXiv_CL  Text_Classification  Pose  Classification  Few-Shot  Language_Model  Matching  PDF
• 2022-05-23 Sample Efficient Approaches for Idiomaticity Detection    Dylan Phelps, Xuan-Rui Fan, Edward Gow-Smith, Harish Tayyar Madabushi, Carolina Scarton, Aline Villavicencio arXiv_CL arXiv_CL  Transformer  Embedding  Bert  Classification  Detection  Few-Shot  Language_Model  PDF
• 2022-05-23 BBTv2: Pure Black-Box Optimization Can Be Comparable to Gradient Descent for Few-Shot Learning    Tianxiang Sun, Zhengfu He, Hong Qian, Xuanjing Huang, Xipeng Qiu arXiv_AI arXiv_AI  Embedding  Gradient_Descent  Optimization  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-05-23 RuNNE-2022 Shared Task: Recognizing Nested Named Entities    Ekaterina Artemova, Maxim Zmeev, Natalia Loukachevitch, Igor Rozhkov, Tatiana Batura, Vladimir Ivanov, Elena Tutubalina arXiv_CL arXiv_CL  Recognition  Bert  Few-Shot  GAN  PDF
• 2022-05-22 Self-supervised U-net for few-shot learning of object segmentation in microscopy images    Arnaud Deleruyelle, Cristian Versari, John Klein arXiv_CV arXiv_CV  Segmentation  Self-Supervised  Few-Shot  PDF
• 2022-05-22 Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners    Zhenhailong Wang, Manling Li, Ruochen Xu, Luowei Zhou, Jie Lei, Xudong Lin, Shuohang Wang, Ziyi Yang, Chenguang Zhu, Derek Hoiem, Shih-Fu Chang, Mohit Bansal, Heng Ji arXiv_AI arXiv_AI  Recognition  Video_Caption  Speech  Pose  Few-Shot  Speech_Recognition  Caption  Language_Model  Prediction  PDF
• 2022-05-21 Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction    Zifeng Ding, Bailan He, Yunpu Ma, Zhen Han, Volker Tresp arXiv_AI arXiv_AI  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  Prediction  PDF
• 2022-05-21 Few-Shot Natural Language Inference Generation with PDD: Prompt and Dynamic Demonstration    Kaijian Li, Shansan Gong, Kenny Q. Zhu arXiv_AI arXiv_AI  Pose  Classification  Relation  Few-Shot  Text_Generation  Inference  Language_Model  PDF
• 2022-05-20 Multi2WOZ: A Robust Multilingual Dataset and Conversational Pretraining for Task-Oriented Dialog    Chia-Chien Hung, Anne Lauscher, Ivan Vulić, Simone Paolo Ponzetto, Goran Glavaš arXiv_CL arXiv_CL  Tracking  Zero-Shot  Few-Shot  Language_Model  PDF
• 2022-05-20 Prototypical Calibration for Few-shot Learning of Language Models    Zhixiong Han, Yaru Hao, Li Dong, Furu Wei arXiv_CL arXiv_CL  Pose  Classification  Few-Shot  Language_Model  Prediction  Matching  PDF
• 2022-05-20 Mask-guided Vision Transformer for Few-Shot Learning    Yuzhong Chen, Zhenxiang Xiao, Lin Zhao, Lu Zhang, Haixing Dai, David Weizhong Liu, Zihao Wu, Changhe Li, Tuo Zhang, Changying Li, Dajiang Zhu, Tianming Liu, Xi Jiang arXiv_CV arXiv_CV  Transformer  Knowledge  Pose  Classification  Deep_Learning  Detection  Few-Shot  Attention  PDF
• 2022-05-20 Few-Shot Font Generation by Learning Fine-Grained Local Styles    Licheng Tang, Yiyang Cai, Jiaming Liu, Zhibin Hong, Mingming Gong, Minhu Fan, Junyu Han, Jingtuo Liu, Errui Ding, Jingdong Wan arXiv_CV arXiv_CV  Pose  Few-Shot  Attention  PDF
• 2022-05-19 Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning    Antonia Creswell, Murray Shanahan, Irina Higgins arXiv_AI arXiv_AI  Pose  Few-Shot  Inference  Language_Model  PDF
• 2022-05-19 Self-augmented Data Selection for Few-shot Dialogue Generation    Wanyu Du, Hanjie Chen, Yangfeng Ji arXiv_CL arXiv_CL  Pose  Face  Action  Few-Shot  Text_Generation  Language_Model  PDF
• 2022-05-19 Integral Migrating Pre-trained Transformer Encoder-decoders for Visual Object Detection    Xiaosong Zhang, Feng Liu, Zhiliang Peng, Zonghao Guo, Fang Wan, Xiangyang Ji, Qixiang Ye arXiv_CV arXiv_CV  Transformer  Pose  Action  Detection  Few-Shot  Object_Detection  PDF
• 2022-05-19 A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction    Yang Liu, Jinpeng Hu, Xiang Wan, Tsung-Hui Chang arXiv_CL arXiv_CL  Embedding  Pose  Contrastive_Learning  Action  Relation  Few-Shot  Relation_Extraction  Attention  Prediction  PDF
• 2022-05-19 Cross-lingual Inflection as a Data Augmentation Method for Parsing    Alberto Muñoz Ortiz, Carlos Gómez-Rodríguez, David Vilares arXiv_CL arXiv_CL  Pose  Few-Shot  PDF
• 2022-05-19 Are Prompt-based Models Clueless?    Pride Kavumba, Ryo Takahashi, Yasuke Oda arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2022-05-18 PromptDA: Label-guided Data Augmentation for Prompt-based Few Shot Learners    Canyu Chen, Kai Shu arXiv_AI arXiv_AI  Text_Classification  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-05-17 Self-supervised Neural Articulated Shape and Appearance Models    Fangyin Wei, Rohan Chabra, Lingni Ma, Christoph Lassner, Michael Zollhöfer, Szymon Rusinkiewicz, Chris Sweeney, Richard Newcombe, Mira Slavcheva arXiv_CV arXiv_CV  Reconstruction  3D  Self-Supervised  Pose  Few-Shot  PDF
• 2022-05-17 Uncertainty-based Network for Few-shot Image Classification    Minglei Yuan, Qian Xu, Chunhao Cai, Yin-Dong Zheng, Tao Wang, Tong Lu arXiv_CV arXiv_CV  Optimization  Pose  Classification  Few-Shot  Image_Classification  Inference  PDF
• 2022-05-17 Region-Aware Metric Learning for Open World Semantic Segmentation via Meta-Channel Aggregation    Hexin Dong, Zifan Chen, Mingze Yuan, Yutong Xie, Jie Zhao, Fei Yu, Bin Dong, Li Zhang arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Few-Shot  PDF
• 2022-05-16 FactPEGASUS: Factuality-Aware Pre-training and Fine-tuning for Abstractive Summarization    David Wan, Mohit Bansal arXiv_AI arXiv_AI  Zero-Shot  Knowledge  Contrastive_Learning  Few-Shot  Summarization  PDF
• 2022-05-15 SeqZero: Few-shot Compositional Semantic Parsing with Sequential Prompts and Zero-shot Models    Jingfeng Yang, Haoming Jiang, Qingyu Yin, Danqing Zhang, Bing Yin, Diyi Yang arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2022-05-15 Adaptive Prompt Learning-based Few-Shot Sentiment Analysis    Pengfei Zhang, Tingting Chai, Yongdong Xu arXiv_AI arXiv_AI  Pose  Deep_Learning  Sentiment  Few-Shot  Attention  PDF
• 2022-05-15 GenerSpeech: Towards Style Transfer for Generalizable Out-Of-Domain Text-to-Speech Synthesis    Rongjie Huang, Yi Ren, Jinglin Liu, Chenye Cui, Zhou Zhao arXiv_CL arXiv_CL  Style_Transfer  Zero-Shot  Speech  Pose  Emotion  Few-Shot  PDF
• 2022-05-15 Fine-tuning Pre-trained Language Models for Few-shot Intent Detection: Supervised Pre-training and Isotropization    Haode Zhang, Haowen Liang, Yuwei Zhang, Liming Zhan, Xiao-Ming Wu, Xiaolei Lu, Albert Y.S. Lam arXiv_CL arXiv_CL  Pose  Contrastive_Learning  Detection  Relation  Few-Shot  Language_Model  PDF
• 2022-05-13 Revisiting the Updates of a Pre-trained Model for Few-shot Learning    Yujin Kim, Jaehoon Oh, Sungnyun Kim, Se-Young Yun arXiv_CV arXiv_CV  Transfer_Learning  Few-Shot  PDF
• 2022-05-13 FontNet: Closing the gap to font designer performance in font synthesis    Ammar Ul Hassan Muhammad, Jaeyoung Choi arXiv_CV arXiv_CV  Embedding  Pose  Quantitative  Few-Shot  PDF
• 2022-05-12 On the Economics of Multilingual Few-shot Learning: Modeling the Cost-Performance Trade-offs of Machine Translated and Manual Data    Kabir Ahuja, Monojit Choudhury, Sandipan Dandapat arXiv_CL arXiv_CL  Knowledge  Few-Shot  Language_Model  QA  PDF
• 2022-05-12 CiteSum: Citation Text-guided Scientific Extreme Summarization and Low-resource Domain Adaptation    Yuning Mao, Ming Zhong, Jiawei Han arXiv_CL arXiv_CL  Unsupervised  Zero-Shot  Pose  Few-Shot  Summarization  PDF
• 2022-05-12 Using dependency parsing for few-shot learning in distributional semantics    Stefania Preda, Guy Emerson arXiv_CL arXiv_CL  Embedding  Few-Shot  PDF
• 2022-05-12 D3T-GAN: Data-Dependent Domain Transfer GANs for Few-shot Image Generation    Xintian Wu, Huanyu Wang, Yiming Wu, Xi Li arXiv_CV arXiv_CV  Knowledge  Self-Supervised  Pose  Few-Shot  GAN  PDF
• 2022-05-12 AiSocrates: Towards Answering Ethical Quandary Questions    Yejin Bang, Nayeon Lee, Tiezheng Yu, Leila Khalatbari, Yan Xu, Dan Su, Elham J. Barezi, Andrea Madotto, Hayden Kee, Pascale Fung arXiv_AI arXiv_AI  OCR  Pose  Few-Shot  Language_Model  PDF
• 2022-05-12 Ray Priors through Reprojection: Improving Neural Radiance Fields for Novel View Extrapolation    Jian Zhang, Yuanqing Zhang, Huan Fu, Xiaowei Zhou, Bowen Cai, Jinchi Huang, Rongfei Jia, Binqiang Zhao, Xing Tang arXiv_CV arXiv_CV  3D  Pose  Face  Few-Shot  PDF
• 2022-05-12 Cross-domain Few-shot Meta-learning Using Stacking    Hongyu Wang, Eibe Frank, Bernhard Pfahringer, Michael Mayo, Geoffrey Holmes arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Few-Shot  CNN  Image_Classification  Inference  PDF
• 2022-05-11 Aggregating Pairwise Semantic Differences for Few-Shot Claim Veracity Classification    Xia Zeng, Arkaitz Zubiaga arXiv_AI arXiv_AI  Bert  Classification  Few-Shot  Language_Model  PDF
• 2022-05-11 Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning    Haokun Liu, Derek Tam, Mohammed Muqeeth, Jay Mohta, Tenghao Huang, Mohit Bansal, Colin Raffel arXiv_AI arXiv_AI  Sparse  Pose  Few-Shot  Language_Model  Prediction  PDF
• 2022-05-11 Clinical Prompt Learning with Frozen Language Models    Niall Taylor, Yi Zhang, Dan Joyce, Alejo Nevado-Holgado, Andrey Kormilitzin arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Medical  Language_Model  PDF
• 2022-05-11 Making Pre-trained Language Models Good Long-tailed Learners    Chen Zhang, Lei Ren, Jingang Wang, Wei Wu, Dawei Song arXiv_CL arXiv_CL  Knowledge  Classification  Few-Shot  Language_Model  PDF
• 2022-05-11 Towards Unified Prompt Tuning for Few-shot Text Classification    Jianing Wang, Chengyu Wang, Fuli Luo, Chuanqi Tan, Minghui Qiu, Fei Yang, Qiuhui Shi, Songfang Huang, Ming Gao arXiv_AI arXiv_AI  Bert  Text_Classification  Knowledge  Self-Supervised  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-05-11 ReFine: Re-randomization before Fine-tuning for Cross-domain Few-shot Learning    Jaehoon Oh, Sungnyun Kim, Namgyu Ho, Jin-Hwa Kim, Hwanjun Song, Se-Young Yun arXiv_CV arXiv_CV  Transfer_Learning  Pose  Few-Shot  Attention  PDF
• 2022-05-10 Few-Shot Image Classification Benchmarks are Too Far From Reality: Build Back Better with Semantic Task Sampling    Etienne Bennequin, Myriam Tami, Antoine Toubhans, Celine Hudelot arXiv_CV arXiv_CV  Pose  Quantitative  Classification  Relation  Few-Shot  Image_Classification  PDF
• 2022-05-10 Privacy Enhancement for Cloud-Based Few-Shot Learning    Archit Parnami, Muhammad Usama, Liyue Fan, Minwoo Lee arXiv_CV arXiv_CV  Embedding  Enhancement  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2022-05-10 ALLSH: Active Learning Guided by Local Sensitivity and Hardness    Shujian Zhang, Chengyue Gong, Xingchao Liu, Pengcheng He, Weizhu Chen, Mingyuan Zhou arXiv_AI arXiv_AI  Pose  Classification  Few-Shot  PDF
• 2022-05-10 Learning Non-target Knowledge for Few-shot Semantic Segmentation    Yuanwei Liu, Nian Liu, Qinglong Cao, Xiwen Yao, Junwei Han, Ling Shao arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Knowledge  Pose  Contrastive_Learning  Few-Shot  PDF
• 2022-05-09 Few-shot Mining of Naturally Occurring Inputs and Outputs    Mandar Joshi, Terra Blevins, Mike Lewis, Daniel S. Weld, Luke Zettlemoyer arXiv_CL arXiv_CL  Few-Shot  Summarization  PDF
• 2022-05-09 Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised Learning    Na Dong, Yongqiang Zhang, Mingli Ding, Gim Hee Lee arXiv_CV arXiv_CV  Knowledge  Self-Supervised  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-05-09 ProQA: Structural Prompt-based Pre-training for Unified Question Answering    Wanjun Zhong, Yifan Gao, Ning Ding, Yujia Qin, Zhiyuan Liu, Ming Zhou, Jiahai Wang, Jian Yin, Nan Duan arXiv_CL arXiv_CL  Transfer_Learning  Zero-Shot  Knowledge  Few-Shot  QA  PDF
• 2022-05-08 PGADA: Perturbation-Guided Adversarial Alignment for Few-shot Learning Under the Support-Query Shift    Siyang Jiang, Wei Ding, Hsi-Wen Chen, Ming-Syan Chen arXiv_AI arXiv_AI  Embedding  Adversarial  Self-Supervised  Pose  Few-Shot  PDF
• 2022-05-08 A Closer Look at Few-shot Image Generation    Yunqing Zhao, Henghui Ding, Houjing Huang, Ngai-Man Cheung arXiv_CV arXiv_CV  Pose  Contrastive_Learning  Quantitative  Few-Shot  GAN  PDF
• 2022-05-08 Context-Aware Abbreviation Expansion Using Large Language Models    Shanqing Cai, Subhashini Venugopalan, Katrin Tomanek, Ajit Narayanan, Meredith R. Morris, Michael P. Brenner arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2022-05-06 The Unreliability of Explanations in Few-Shot In-Context Learning    Xi Ye, Greg Durrett arXiv_CL arXiv_CL  Few-Shot  Inference  Language_Model  Prediction  PDF
• 2022-05-06 MINI: Mining Implicit Novel Instances for Few-Shot Object Detection    Yuhang Cao, Jiaqi Wang, Yiqi Lin, Dahua Lin arXiv_CV arXiv_CV  Self-Supervised  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-05-06 KECP: Knowledge Enhanced Contrastive Prompting for Few-shot Extractive Question Answering    Jianing Wang, Chengyu Wang, Minghui Qiu, Qiuhui Shi, Hongbin Wang, Jun Huang, Ming Gao arXiv_AI arXiv_AI  Knowledge  Pose  Contrastive_Learning  Few-Shot  Language_Model  QA  PDF
• 2022-05-05 Generating Representative Samples for Few-Shot Classification    Jingyi Xu, Hieu Le arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  PDF
• 2022-05-05 Declaration-based Prompt Tuning for Visual Question Answering    Yuhang Liu, Wei Wei, Daowan Peng, Feida Zhu arXiv_AI arXiv_AI  Zero-Shot  Self-Supervised  Pose  VQA  Few-Shot  Language_Model  Prediction  QA  Matching  PDF
• 2022-05-05 FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs    Song Wang, Yushun Dong, Xiao Huang, Chen Chen, Jundong Li arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Relation  Few-Shot  PDF
• 2022-05-04 Relation Extraction as Open-book Examination: Retrieval-enhanced Prompt Tuning    Xiang Chen, Lei Li, Ningyu Zhang, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen arXiv_CL arXiv_CL  Knowledge  Pose  Action  Relation  Few-Shot  Relation_Extraction  Inference  Language_Model  PDF
• 2022-05-04 Language Models in the Loop: Incorporating Prompting into Weak Supervision    Ryan Smith, Jason A. Fries, Braden Hancock, Stephen H. Bach arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2022-05-04 Efficient Few-Shot Fine-Tuning for Opinion Summarization    Arthur Bražinskas, Ramesh Nallapati, Mohit Bansal, Markus Dreyer arXiv_AI arXiv_AI  Knowledge  Review  Self-Supervised  Few-Shot  GAN  Summarization  PDF
• 2022-05-04 Compositional Task-Oriented Parsing as Abstractive Question Answering    Wenting Zhao, Konstantine Arkoudas, Weiqi Sun, Claire Cardie arXiv_CL arXiv_CL  Few-Shot  QA  PDF
• 2022-05-04 Few-Shot Document-Level Relation Extraction    Nicholas Popovic, Michael Färber arXiv_AI arXiv_AI  OCR  Pose  Action  Relation  Few-Shot  Relation_Extraction  PDF
• 2022-05-04 Lifelong Ensemble Learning based on Multiple Representations for Few-Shot Object Recognition    Hamidreza Kasaei, Songsong Xiong arXiv_RO arXiv_RO  Recognition  3D  Pose  Face  Few-Shot  PDF
• 2022-05-04 Zero-Episode Few-Shot Contrastive Predictive Coding: Solving intelligence tests without prior training    T. Barak, Y. Loewenstein arXiv_CV arXiv_CV  Video_Prediction  Detection  Few-Shot  Prediction  PDF
• 2022-05-04 Generalized Knowledge Distillation via Relationship Matching    Han-Jia Ye, Su Lu, De-Chuan Zhan arXiv_CV arXiv_CV  Embedding  Knowledge  Pose  Classification  Relation  Few-Shot  Matching  PDF
• 2022-05-04 P$^3$ Ranker: Mitigating the Gaps between Pre-training and Ranking Fine-tuning with Prompt-based Learning and Pre-finetuning    Xiaomeng Hu (1), Shi Yu (2), Chenyan Xiong (3), Zhenghao Liu (1), Zhiyuan Liu (2), Ge Yu (1) ((1) Northeastern University, (2) Tsinghua University, (3) Microsoft Research) arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2022-05-04 Exploring Entity Interactions for Few-Shot Relation Learning    YI Liang, Shuai Zhao, Bo Cheng, Yuwei Yin, Hao Yang arXiv_CL arXiv_CL  Transformer  Pose  Action  Relation  Few-Shot  Attention  PDF
• 2022-05-03 The ICML 2022 Expressive Vocalizations Workshop and Competition: Recognizing, Generating, and Personalizing Vocal Bursts    Alice Baird, Panagiotis Tzirakis, Gauthier Gidel, Marco Jiralerspong, Eilif B. Muller, Kory Mathewson, Björn Schuller, Erik Cambria, Dacher Keltner, Alan Cowen arXiv_SD arXiv_SD  Recognition  Emotion  Relation  Few-Shot  PDF
• 2022-05-03 Improving In-Context Few-Shot Learning via Self-Supervised Training    Mingda Chen, Jingfei Du, Ramakanth Pasunuru, Todor Mihaylov, Srini Iyer, Veselin Stoyanov, Zornitsa Kozareva arXiv_CL arXiv_CL  Self-Supervised  Pose  Few-Shot  PDF
• 2022-05-03 Kompetencer: Fine-grained Skill Classification in Danish Job Postings via Distant Supervision and Transfer Learning    Mike Zhang, Kristian Nørgaard Jensen, Barbara Plank arXiv_CL arXiv_CL  Transfer_Learning  Bert  Zero-Shot  Classification  Few-Shot  PDF
• 2022-05-03 Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning    Oscar Sainz, Itziar Gonzalez-Dios, Oier Lopez de Lacalle, Bonan Min, Eneko Agirre arXiv_CL arXiv_CL  Zero-Shot  Action  Relation  Few-Shot  Relation_Extraction  PDF
• 2022-05-03 Contrastive Learning for Prompt-Based Few-Shot Language Learners    Yiren Jian, Chongyang Gao, Soroush Vosoughi arXiv_AI arXiv_AI  Pose  Contrastive_Learning  Few-Shot  Language_Model  PDF
• 2022-05-03 Embedding Hallucination for Few-Shot Language Fine-tuning    Yiren Jian, Chongyang Gao, Soroush Vosoughi arXiv_AI arXiv_AI  Embedding  Regularization  Knowledge  Adversarial  Pose  Few-Shot  Language_Model  PDF
• 2022-05-03 Few-Shot Musical Source Separation    Yu Wang, Daniel Stoller, Rachel M. Bittner, Juan Pablo Bello arXiv_SD arXiv_SD  Pose  Deep_Learning  Few-Shot  PDF
• 2022-05-02 OPT: Open Pre-trained Transformer Language Models    Susan Zhang, Stephen Roller, Naman Goyal, Mikel Artetxe, Moya Chen, Shuohui Chen, Christopher Dewan, Mona Diab, Xian Li, Xi Victoria Lin, Todor Mihaylov, Myle Ott, Sam Shleifer, Kurt Shuster, Daniel Simig, Punit Singh Koura, Anjali Sridhar, Tianlu Wang, Luke Zettlemoyer arXiv_CL arXiv_CL  Transformer  Face  Few-Shot  Language_Model  PDF
• 2022-05-02 On the generalization capabilities of FSL methods through domain adaptation: a case study in endoscopic kidney stone image classification    Mauricio Mendez-Ruiz, Francisco Lopez-Tiro, Jonathan El-Beze, Vincent Estrade, Gilberto Ochoa-Ruiz1, Jacques Hubert, Andres Mendez-Vazquez, Christian Daul arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Classification  Deep_Learning  Detection  Few-Shot  Object_Detection  Image_Classification  PDF
• 2022-05-02 POLITICS: Pretraining with Same-story Article Comparison for Ideology Prediction and Stance Detection    Yujian Liu, Xinliang Frederick Zhang, David Wegsman, Nick Beauchamp, Lu Wang arXiv_CL arXiv_CL  Pose  Detection  Few-Shot  Language_Model  Prediction  PDF
• 2022-05-02 Semantically Informed Slang Interpretation    Zhewei Sun, Richard Zemel, Yang Xu arXiv_AI arXiv_AI  Zero-Shot  Sparse  Pose  Few-Shot  PDF
• 2022-05-01 Medical Coding with Biomedical Transformer Ensembles and Zero/Few-shot Learning    Angelo Ziletti, Alan Akbik, Christoph Berns, Thomas Herold, Marion Legler, Martina Viell arXiv_CL arXiv_CL  Transformer  Bert  Classification  Few-Shot  Medical  Matching  PDF
• 2022-04-30 Opponent Modeling in Negotiation Dialogues by Related Data Adaptation    Kushal Chawla, Gale M. Lucas, Jonathan May, Jonathan Gratch arXiv_AI arXiv_AI  Zero-Shot  Pose  Action  Few-Shot  PDF
• 2022-04-30 EasyNLP: A Comprehensive and Easy-to-use Toolkit for Natural Language Processing    Chengyu Wang, Minghui Qiu, Taolin Zhang, Tingting Liu, Lei Li, Jianing Wang, Ming Wang, Jun Huang, Wei Lin arXiv_CL arXiv_CL  Knowledge  Few-Shot  Inference  PDF
• 2022-04-30 Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models    Sanghwan Bae, Donghyun Kwak, Sungdong Kim, Donghoon Ham, Soyoung Kang, Sang-Woo Lee, Woomyoung Park arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2022-04-30 Look Closer to Supervise Better: One-Shot Font Generation via Component-Based Discriminator    Yuxin Kong, Canjie Luo, Weihong Ma, Qiyuan Zhu, Shenggao Zhu, Nicholas Yuan, Lianwen Jin arXiv_CV arXiv_CV  Adversarial  Pose  Scene_Text  Few-Shot  GAN  PDF
• 2022-04-29 Training Naturalized Semantic Parsers with Very Little Data    Subendhu Rongali, Konstantine Arkoudas, Melanie Rubino, Wael Hamza arXiv_CL arXiv_CL  Unsupervised  Few-Shot  Language_Model  PDF
• 2022-04-29 Flamingo: a Visual Language Model for Few-Shot Learning    Jean-Baptiste Alayrac, Jeff Donahue, Pauline Luc, Antoine Miech, Iain Barr, Yana Hasson, Karel Lenc, Arthur Mensch, Katie Millican, Malcolm Reynolds, Roman Ring, Eliza Rutherford, Serkan Cabi, Tengda Han, Zhitao Gong, Sina Samangooei, Marianne Monteiro, Jacob Menick, Sebastian Borgeaud, Andrew Brock, Aida Nematzadeh, Sahand Sharifzadeh, Mikolaj Binkowski, Ricardo Barreira, Oriol Vinyals, Andrew Zisserman, Karen Simonyan arXiv_AI arXiv_AI  Video_Caption  Pose  VQA  Few-Shot  Caption  Language_Model  PDF
• 2022-04-29 Por Qu'e N~ao Utiliser Alla Spr{aa}k? Mixed Training with Gradient Optimization in Few-Shot Cross-Lingual Transfer    Haoran Xu, Kenton Murray arXiv_CL arXiv_CL  Transfer_Learning  Optimization  Pose  Few-Shot  PDF
• 2022-04-28 On the Effect of Pretraining Corpora on In-context Learning by a Large-scale Language Model    Seongjin Shin, Sang-Woo Lee, Hwijeen Ahn, Sungdong Kim, HyoungSeok Kim, Boseop Kim, Kyunghyun Cho, Gichang Lee, Woomyoung Park, Jung-Woo Ha, Nako Sung arXiv_CL arXiv_CL  Relation  Few-Shot  Language_Model  PDF
• 2022-04-28 Hybrid Relation Guided Set Matching for Few-shot Action Recognition    Xiang Wang, Shiwei Zhang, Zhiwu Qing, Mingqian Tang, Zhengrong Zuo, Changxin Gao, Rong Jin, Nong Sang arXiv_CV arXiv_CV  Embedding  Recognition  Pose  Action_Recognition  Action  Relation  Few-Shot  Matching  PDF
• 2022-04-27 Few-Shot Head Swapping in the Wild    Changyong Shu, Hemao Wu, Hang Zhou, Jiaming Liu, Zhibin Hong, Changxing Ding, Junyu Han, Jingtuo Liu, Errui Ding, Jingdong Wang arXiv_CV arXiv_CV  Pose  Face  Few-Shot  Attention  PDF
• 2022-04-27 CATrans: Context and Affinity Transformer for Few-Shot Segmentation    Shan Zhang, Tianyi Wu, Sitong Wu, Guodong Guo arXiv_CV arXiv_CV  Transformer  Segmentation  Knowledge  Pose  Relation  Few-Shot  Attention  PDF
• 2022-04-27 On the Limitations of Dataset Balancing: The Lost Battle Against Spurious Correlations    Roy Schwartz, Gabriel Stanovsky arXiv_CL arXiv_CL  Knowledge  Deep_Learning  Relation  Few-Shot  PDF
• 2022-04-27 Adaptable Text Matching via Meta-Weight Regulator    Bo Zhang, Chen Zhang, Fang Ma, Dawei Song arXiv_CL arXiv_CL  Gradient_Descent  Pose  Few-Shot  Inference  Matching  PDF
• 2022-04-27 Executive Function: A Contrastive Value Policy for Resampling and Relabeling Perceptions via Hindsight Summarization?    Chris Lengerich, Ben Lengerich arXiv_CL arXiv_CL  Action  Few-Shot  Summarization  Prediction  PDF
• 2022-04-26 Testing the Ability of Language Models to Interpret Figurative Language    Emmy Liu, Chen Cui, Kenneth Zheng, Graham Neubig arXiv_AI arXiv_AI  Few-Shot  Language_Model  QA  PDF
• 2022-04-26 Meta-free representation learning for few-shot learning via stochastic weight averaging    Kuilin Chen, Chi-Guhn Lee arXiv_CV arXiv_CV  Transfer_Learning  Represenation_Learning  Pose  Classification  Few-Shot  Attention  Prediction  PDF
• 2022-04-26 Label Anchored Contrastive Learning for Language Understanding    Zhenyu Zhang, Yuming Zhao, Meng Chen, Xiaodong He arXiv_CL arXiv_CL  Embedding  Speech  Self-Supervised  Pose  Contrastive_Learning  Classification  Few-Shot  Language_Model  PDF
• 2022-04-26 Contrastive Language-Action Pre-training for Temporal Localization    Mengmeng Xu, Erhan Gundogdu, Maksim Lapin, Bernard Ghanem, Michael Donoser, Loris Bazzani arXiv_CV arXiv_CV  Video_Caption  Action_Localization  Pose  Contrastive_Learning  Action  Relation  Few-Shot  Caption  PDF
• 2022-04-26 Function-words Enhanced Attention Networks for Few-Shot Inverse Relation Classification    Chunliu Dou, Shaojuan Wu, Xiaowang Zhang, Zhiyong Feng, Kewen Wang arXiv_CL arXiv_CL  Pose  Classification  Relation  Few-Shot  Attention  PDF
• 2022-04-25 Super-Prompting: Utilizing Model-Independent Contextual Data to Reduce Data Annotation Required in Visual Commonsense Tasks    Navid Rezaei, Marek Z. Reformat arXiv_AI arXiv_AI  Transformer  Pose  Few-Shot  Language_Model  PDF
• 2022-04-25 Natural Language to Code Translation with Execution    Freda Shi, Daniel Fried, Marjan Ghazvininejad, Luke Zettlemoyer, Sida I. Wang arXiv_CL arXiv_CL  Few-Shot  PDF
• 2022-04-24 Realistic Evaluation of Transductive Few-Shot Learning    Olivier Veilleux, Malik Boudiaf, Pablo Piantanida, Ismail Ben Ayed arXiv_CV arXiv_CV  Optimization  Pose  Few-Shot  Inference  PDF
• 2022-04-24 Few-Shot Speaker Identification Using Depthwise Separable Convolutional Network with Channel Attention    Yanxiong Li, Wucheng Wang, Hao Chen, Wenchang Cao, Wei Li, Qianhua He arXiv_SD arXiv_SD  Speech  Pose  Classification  Few-Shot  Attention  CNN  PDF
• 2022-04-22 Data Distributional Properties Drive Emergent Few-Shot Learning in Transformers    Stephanie C.Y. Chan, Adam Santoro, Andrew K. Lampinen, Jane X. Wang, Aaditya Singh, Pierre H. Richemond, Jay McClelland, Felix Hill arXiv_AI arXiv_AI  Transformer  Few-Shot  Language_Model  PDF
• 2022-04-22 iCAR: Bridging Image Classification and Image-text Alignment for Visual Recognition    Yixuan Wei, Yue Cao, Zheng Zhang, Zhuliang Yao, Zhenda Xie, Han Hu, Baining Guo arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Recognition  Zero-Shot  Represenation_Learning  Pose  Action_Recognition  Action  Classification  Detection  Few-Shot  Object_Detection  Image_Classification  PDF
• 2022-04-22 Dynamic Prototype Convolution Network for Few-Shot Semantic Segmentation    Jie Liu, Yanqi Bao, Guo-Sen Xie, Huan Xiong, Jan-Jakob Sonke, Efstratios Gavves arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Action  Few-Shot  PDF
• 2022-04-22 Zero and Few-shot Learning for Author Profiling    Mara Chinea-Rios, Thomas Müller, Gretel Liz De la Peña Sarracén, Francisco Rangel, Marc Franco-Salvador arXiv_CL arXiv_CL  Bert  Few-Shot  PDF
• 2022-04-22 Few-Shot Object Detection with Proposal Balance Refinement    Sueyeon Kim, Woo-Jeoung Nam, Seong-Whan Lee arXiv_CV arXiv_CV  Embedding  Pose  Classification  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2022-04-21 Decorate the Examples: A Simple Method of Prompt Design for Biomedical Relation Extraction    Hui-Syuan Yeh, Thomas Lavergne, Pierre Zweigenbaum arXiv_CL arXiv_CL  Bert  Action  Relation  Few-Shot  Relation_Extraction  Medical  Prediction  PDF
• 2022-04-21 Few-shot learning for medical text: A systematic review    Yao Ge, Yuting Guo, Yuan-Chi Yang, Mohammed Ali Al-Garadi, Abeed Sarker arXiv_CL arXiv_CL  Recognition  Text_Classification  Review  Action  Classification  Few-Shot  Attention  Medical  PDF
• 2022-04-21 Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation    Chunbo Lang, Binfei Tu, Gong Cheng, Junwei Han arXiv_CV arXiv_CV  Segmentation  Pose  Few-Shot  Attention  Inference  PDF
• 2022-04-21 An Attention-Based Model for Predicting Contextual Informativeness and Curriculum Learning Applications    Sungjin Nam, David Jurgens, Kevyn Collins-Thompson arXiv_CL arXiv_CL  Embedding  Few-Shot  Attention  PDF
• 2022-04-20 Active Few-Shot Learning with FASL    Thomas Müller, Guillermo Pérez-Torró, Angelo Basile, Marc Franco-Salvador arXiv_CL arXiv_CL  Text_Classification  Classification  Few-Shot  PDF
• 2022-04-20 Self-supervised Learning for Sonar Image Classification    Alan Preciado-Grijalva, Bilal Wehbe, Miguel Bande Firvida, Matias Valdenegro-Toro arXiv_CV arXiv_CV  Image_Caption  Transfer_Learning  Self-Supervised  Classification  Few-Shot  Denoising  Image_Classification  PDF
• 2022-04-20 K-LITE: Learning Transferable Visual Models with External Knowledge    Sheng Shen, Chunyuan Li, Xiaowei Hu, Yujia Xie, Jianwei Yang, Pengchuan Zhang, Anna Rohrbach, Zhe Gan, Lijuan Wang, Lu Yuan, Ce Liu, Kurt Keutzer, Trevor Darrell, Jianfeng Gao arXiv_AI arXiv_AI  Image_Caption  Transfer_Learning  Zero-Shot  Knowledge  Pose  Classification  Detection  Few-Shot  Object_Detection  Caption  Image_Classification  PDF
• 2022-04-19 Dual-Domain Image Synthesis using Segmentation-Guided GAN    Dena Bazazian, Andrew Calway, Dima Damen arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Sketch  Face  Quantitative  Few-Shot  GAN  PDF
• 2022-04-19 Less than Few: Self-Shot Video Instance Segmentation    Pengwan Yang, Yuki M. Asano, Pascal Mettes, Cees G. M. Snoek arXiv_CV arXiv_CV  Transformer  Segmentation  Embedding  Unsupervised  Video_Caption  Self-Supervised  Pose  Few-Shot  PDF
• 2022-04-19 ELEVATER: A Benchmark and Toolkit for Evaluating Language-Augmented Visual Models    Chunyuan Li, Haotian Liu, Liunian Harold Li, Pengchuan Zhang, Jyoti Aneja, Jianwei Yang, Ping Jin, Yong Jae Lee, Houdong Hu, Zicheng Liu, Jianfeng Gao arXiv_CV arXiv_CV  Zero-Shot  Knowledge  Pose  Classification  Detection  Few-Shot  Object_Detection  Image_Classification  PDF
• 2022-04-18 Imagination-Augmented Natural Language Understanding    Yujie Lu, Wanrong Zhu, Xin Eric Wang, Miguel Eckstein, William Yang Wang arXiv_CL arXiv_CL  Knowledge  Few-Shot  Language_Model  PDF
• 2022-04-18 Zero-shot Entity and Tweet Characterization with Designed Conditional Prompts and Contexts    Sharath Srivatsa, Tushar Mohan, Kumari Neha, Nishchay Malakar, Ponnurangam Kumaraguru, Srinath Srinivasa arXiv_CL arXiv_CL  Transformer  Zero-Shot  Text_Classification  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-04-18 A Study on Prompt-based Few-Shot Learning Methods for Belief State Tracking in Task-oriented Dialog Systems    Debjoy Saha, Bishal Santra, Pawan Goyal arXiv_AI arXiv_AI  Transformer  Tracking  Few-Shot  Language_Model  PDF
• 2022-04-17 Learning Compositional Representations for Effective Low-Shot Generalization    Samarth Mishra, Pengkai Zhu, Venkatesh Saligrama arXiv_AI arXiv_AI  Unsupervised  Recognition  Zero-Shot  Salient  Adversarial  Pose  Face  Few-Shot  CNN  PDF
• 2022-04-17 Pathologies of Pre-trained Language Models in Few-shot Fine-tuning    Hanjie Chen, Guoqing Zheng, Ahmed Hassan Awadallah, Yangfeng Ji arXiv_CL arXiv_CL  Bert  Text_Classification  Pose  Classification  Few-Shot  Language_Model  Prediction  PDF
• 2022-04-16 Multimodal Few-Shot Object Detection with Meta-Learning Based Cross-Modal Prompting    Guangxing Han, Jiawei Ma, Shiyuan Huang, Long Chen, Rama Chellappa, Shih-Fu Chang arXiv_AI arXiv_AI  Zero-Shot  Pose  Detection  Few-Shot  Object_Detection  Language_Model  PDF
• 2022-04-16 Few-Shot Transfer Learning to improve Chest X-Ray pathology detection using limited triplets    Ananth Reddy Bhimireddy, John Lee Burns, Saptarshi Purkayastha, Judy Wawira Gichoya arXiv_CV arXiv_CV  Transfer_Learning  Classification  Deep_Learning  Detection  Few-Shot  Medical  Inference  Prediction  PDF
• 2022-04-15 In-BoXBART: Get Instructions into Biomedical Multi-Task Learning    Mihir Parmar, Swaroop Mishra, Mirali Purohit, Man Luo, M. Hassan Murad, Chitta Baral arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  Medical  PDF
• 2022-04-15 mGPT: Few-Shot Learners Go Multilingual    Oleh Shliazhko, Alena Fenogenova, Maria Tikhonova, Vladislav Mikhailov, Anastasia Kozlova, Tatiana Shavrina arXiv_AI arXiv_AI  Zero-Shot  Sparse  Knowledge  Face  Classification  Few-Shot  Attention  Inference  Language_Model  PDF
• 2022-04-15 Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference    Shell Xu Hu, Da Li, Jan Stühmer, Minyoung Kim, Timothy M. Hospedales arXiv_CV arXiv_CV  Transformer  Unsupervised  Transfer_Learning  Classification  Few-Shot  Image_Classification  PDF
• 2022-04-14 The Art of Prompting: Event Detection based on Type Specific Prompts    Sijia Wang, Mo Yu, Lifu Huang arXiv_CL arXiv_CL  Zero-Shot  Detection  Few-Shot  PDF
• 2022-04-14 Label Semantic Aware Pre-training for Few-shot Text Classification    Aaron Mueller, Jason Krone, Salvatore Romeo, Saab Mansour, Elman Mansimov, Yi Zhang, Dan Roth arXiv_CL arXiv_CL  Text_Classification  Pose  Classification  Few-Shot  Prediction  PDF
• 2022-04-14 GPT-NeoX-20B: An Open-Source Autoregressive Language Model    Sid Black, Stella Biderman, Eric Hallahan, Quentin Anthony, Leo Gao, Laurence Golding, Horace He, Connor Leahy, Kyle McDonell, Jason Phang, Michael Pieler, USVSN Sai Prashanth, Shivanshu Purohit, Laria Reynolds, Jonathan Tow, Ben Wang, Samuel Weinbach arXiv_CL arXiv_CL  Knowledge  Few-Shot  Language_Model  PDF
• 2022-04-13 Fast Few-shot Debugging for NLU Test Suites    Christopher Malon, Kai Li, Erik Kruus arXiv_CL arXiv_CL  Transformer  Few-Shot  PDF
• 2022-04-13 Automatic Multi-Label Prompting: Simple and Interpretable Few-Shot Classification    Han Wang, Canwen Xu, Julian McAuley arXiv_CL arXiv_CL  Text_Classification  Knowledge  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-04-13 Impossible Triangle: What's Next for Pre-trained Language Models?    Chenguang Zhu, Michael Zeng arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2022-04-12 Few-shot Forgery Detection via Guided Adversarial Interpolation    Haonan Qiu, Siyu Chen, Bei Gan, Kun Wang, Huafeng Shi, Jing Shao, Ziwei Liu arXiv_CV arXiv_CV  Adversarial  Face  Detection  Few-Shot  PDF
• 2022-04-12 Decomposed Meta-Learning for Few-Shot Named Entity Recognition    Tingting Ma, Huiqiang Jiang, Qianhui Wu, Tiejun Zhao, Chin-Yew Lin arXiv_CL arXiv_CL  Embedding  Recognition  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-04-12 Make The Most of Prior Data: A Solution for Interactive Text Summarization with Preference Feedback    Duy-Hung Nguyen, Nguyen Viet Dung Nghiem, Bao-Sinh Nguyen, Dung Tien Le, Shahab Sabahi, Minh-Tien Nguyen, Hung Le arXiv_AI arXiv_AI  Pose  Few-Shot  Summarization  PDF
• 2022-04-12 Few-shot Learning with Noisy Labels    Kevin J Liang, Samrudhdhi B. Rangrej, Vladan Petrovic, Tal Hassner arXiv_CV arXiv_CV  Transformer  Few-Shot  Attention  PDF
• 2022-04-11 A Simple Approach to Adversarial Robustness in Few-shot Image Classification    Akshayvarun Subramanya, Hamed Pirsiavash arXiv_AI arXiv_AI  Adversarial  Classification  Few-Shot  Image_Classification  PDF
• 2022-04-11 Improving Few-Shot Part Segmentation using Coarse Supervision    Oindrila Saha, Zezhou Cheng, Subhransu Maji arXiv_CV arXiv_CV  Segmentation  Sparse  Pose  Few-Shot  PDF
• 2022-04-11 A Generative Language Model for Few-shot Aspect-Based Sentiment Analysis    Ehsan Hosseini-Asl, Wenhao Liu, Caiming Xiong arXiv_CL arXiv_CL  Bert  Pose  Action  Detection  Sentiment  Few-Shot  Attention  Language_Model  Prediction  PDF
• 2022-04-11 Exploring the Universal Vulnerability of Prompt-based Learning Paradigm    Lei Xu, Yangyi Chen, Ganqu Cui, Hongcheng Gao, Zhiyuan Liu arXiv_CL arXiv_CL  Adversarial  Few-Shot  Language_Model  Prediction  PDF
• 2022-04-11 GDC- Generalized Distribution Calibration for Few-Shot Learning    Shakti Kumar, Hussain Zaidi arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2022-04-11 CFA: Constraint-based Finetuning Approach for Generalized Few-Shot Object Detection    Karim Guirguis, Ahmed Hendawy, George Eskandar, Mohamed Abdelsamad, Matthias Kayser, Juergen Beyerer arXiv_CV arXiv_CV  Knowledge  Pose  Detection  Few-Shot  Object_Detection  Inference  PDF
• 2022-04-11 Bridging the Gap between Language Models and Cross-Lingual Sequence Labeling    Nuo Chen, Linjun Shou, Ming Gong, Jian Pei, Daxin Jiang arXiv_CL arXiv_CL  Unsupervised  Regularization  Knowledge  Self-Supervised  Contrastive_Learning  Action  Few-Shot  Language_Model  PDF
• 2022-04-11 XMP-Font: Self-Supervised Cross-Modality Pre-training for Few-Shot Font Generation    Wei Liu, Fangyue Liu, Fei Din, Qian He, Zili Yi arXiv_CV arXiv_CV  Transformer  Self-Supervised  Pose  Relation  Few-Shot  PDF
• 2022-04-11 Few-Shot Object Detection in Unseen Domains    Karim Guirguis, George Eskandar, Matthias Kayser, Bin Yang, Juergen Beyerer arXiv_CV arXiv_CV  Zero-Shot  Knowledge  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-04-11 A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition    Yuxuan Chen, Jonas Mikkelsen, Arne Binder, Christoph Alt, Leonhard Hennig arXiv_CL arXiv_CL  Recognition  Contrastive_Learning  Few-Shot  Language_Model  PDF
• 2022-04-11 MGIMN: Multi-Grained Interactive Matching Network for Few-shot Text Classification    Jianhai Zhang, Mieradilijiang Maimaiti, Xing Gao, Yuanhang Zheng, Ji Zhang arXiv_CL arXiv_CL  Text_Classification  Pose  Classification  Few-Shot  Matching  PDF
• 2022-04-10 Few-Shot Cross-lingual Transfer for Coarse-grained De-identification of Code-Mixed Clinical Texts    Saadullah Amin, Noon Pokaratsiri Goldstein, Morgan Kelly Wixted, Alejandro García-Rudolph, Catalina Martínez-Costa, Günter Neumann arXiv_CL arXiv_CL  Recognition  Bert  Zero-Shot  Knowledge  Pose  Action  Few-Shot  Language_Model  PDF
• 2022-04-09 Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification    Jiangtao Xie, Fei Long, Jiaming Lv, Qilong Wang, Peihua Li arXiv_CV arXiv_CV  Image_Caption  Embedding  Recognition  Pose  Classification  Few-Shot  PDF
• 2022-04-09 PSP: Pre-trained Soft Prompts for Few-Shot Abstractive Summarization    Xiaochen Liu, Yu Bai, Jiawei Li, Yinan Hu, Yang Gao arXiv_AI arXiv_AI  Embedding  Self-Supervised  Few-Shot  Attention  Summarization  PDF
• 2022-04-08 Infusing Knowledge from Wikipedia to Enhance Stance Detection    Zihao He, Negar Mokhberian, Kristina Lerman arXiv_CL arXiv_CL  Bert  Knowledge  Detection  Few-Shot  PDF
• 2022-04-08 Canonical Mean Filter for Almost Zero-Shot Multi-Task classification    Yong Li, Heng Wang, Xiang Ye arXiv_CV arXiv_CV  Embedding  Zero-Shot  Pose  Classification  Few-Shot  PDF
• 2022-04-07 Powering Finetuning in Few-shot Learning: Domain-Agnostic Feature Adaptation with Rectified Class Prototypes    Ran Tao, Han Zhang, Yutong Zheng, Marios Savvides arXiv_CV arXiv_CV  Optimization  Pose  Few-Shot  PDF
• 2022-04-07 BankNote-Net: Open dataset for assistive universal currency recognition    Felipe Oviedo, Srinivas Vinnakota, Eugene Seleznev, Hemant Malhotra, Saqib Shaikh, Juan Lavista Ferres arXiv_CV arXiv_CV  Embedding  Recognition  Optical_Character  Contrastive_Learning  Few-Shot  PDF
• 2022-04-06 Knowledge Infused Decoding    Ruibo Liu, Guoqing Zheng, Shashank Gupta, Radhika Gaonkar, Chongyang Gao, Soroush Vosoughi, Milad Shokouhi, Ahmed Hassan Awadallah arXiv_AI arXiv_AI  Reinforcement_Learning  Knowledge  Few-Shot  Language_Model  PDF
• 2022-04-06 The Self-Optimal-Transport Feature Transform    Daniel Shalam, Simon Korman arXiv_CV arXiv_CV  Person_Re-identification  Unsupervised  Optimization  Action  Classification  Relation  Few-Shot  Re-identification  Matching  PDF
• 2022-04-06 Universal Representations: A Unified Look at Multiple Task and Domain Learning    Wei-Hong Li, Xialei Liu, Hakan Bilen arXiv_CV arXiv_CV  Optimization  Knowledge  Pose  Classification  Few-Shot  Image_Classification  Prediction  PDF
• 2022-04-05 Too Big to Fail? Active Few-Shot Learning Guided Logic Synthesis    Animesh Basak Chowdhury, Benjamin Tan, Ryan Carey, Tushit Jain, Ramesh Karri, Siddharth Garg arXiv_AI arXiv_AI  Pose  Few-Shot  PDF
• 2022-04-05 Can language models learn from explanations in context?    Andrew K. Lampinen, Ishita Dasgupta, Stephanie C. Y. Chan, Kory Matthewson, Michael Henry Tessler, Antonia Creswell, James L. McClelland, Jane X. Wang, Felix Hill arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Language_Model  PDF
• 2022-04-05 PaLM: Scaling Language Modeling with Pathways    Aakanksha Chowdhery, Sharan Narang, Jacob Devlin, Maarten Bosma, Gaurav Mishra, Adam Roberts, Paul Barham, Hyung Won Chung, Charles Sutton, Sebastian Gehrmann, Parker Schuh, Kensen Shi, Sasha Tsvyashchenko, Joshua Maynez, Abhishek Rao, Parker Barnes, Yi Tay, Noam Shazeer, Vinodkumar Prabhakaran, Emily Reif, Nan Du, Ben Hutchinson, Reiner Pope, James Bradbury, Jacob Austin, Michael Isard, Guy Gur-Ari, Pengcheng Yin, Toju Duke, Anselm Levskaya, Sanjay Ghemawat, Sunipa Dev, Henryk Michalewski, Xavier Garcia, Vedant Misra, Kevin Robinson, Liam Fedus, Denny Zhou, Daphne Ippolito, David Luan, Hyeontaek Lim, Barret Zoph, Alexander Spiridonov, Ryan Sepassi, David Dohan, Shivani Agrawal, Mark Omernick, Andrew M. Dai, Thanumalayan Sankaranarayana Pillai, Marie Pellat, Aitor Lewkowycz, Erica Moreira, et al. (15 additional authors not shown) arXiv_CL arXiv_CL  Transformer  Few-Shot  Language_Model  PDF
• 2022-04-05 A Transformer-Based Contrastive Learning Approach for Few-Shot Sign Language Recognition    Silvan Ferreira, Esdras Costa, Márcio Dahia, Jampierre Rocha arXiv_CL arXiv_CL  Transformer  Embedding  Recognition  3D  Pose  Contrastive_Learning  Classification  Relation  Few-Shot  PDF
• 2022-04-05 MetaAudio: A Few-Shot Audio Classification Benchmark    Calum Heggan, Sam Budgett, Timothy Hospedales, Mehrdad Yaghoobi arXiv_SD arXiv_SD  Speech  Classification  Few-Shot  Image_Classification  PDF
• 2022-04-05 Data Augmentation for Intent Classification with Off-the-shelf Large Language Models    Gaurav Sahu, Pau Rodriguez, Issam H. Laradji, Parmida Atighehchian, David Vazquez, Dzmitry Bahdanau arXiv_CL arXiv_CL  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-04-05 Learning to Adapt to Domain Shifts with Few-shot Samples in Anomalous Sound Detection    Bingqing Chen, Luca Bondi, Samarjit Das arXiv_SD arXiv_SD  Pose  Classification  Detection  Few-Shot  Inference  PDF
• 2022-04-04 APP: Anytime Progressive Pruning    Diganta Misra, Bharat Runwal, Tianlong Chen, Zhangyang Wang, Irina Rish arXiv_CV arXiv_CV  Sparse  Pose  Deep_Learning  Few-Shot  PDF
• 2022-04-04 Attribute Prototype Network for Any-Shot Learning    Wenjia Xu, Yongqin Xian, Jiuniu Wang, Bernt Schiele, Zeynep Akata arXiv_CV arXiv_CV  Image_Caption  Embedding  Zero-Shot  Represenation_Learning  Knowledge  Pose  Quantitative  Classification  Few-Shot  Image_Classification  PDF
• 2022-04-03 PERFECT: Prompt-free and Efficient Few-shot Learning with Language Models    Rabeeh Karimi Mahabadi, Luke Zettlemoyer, James Henderson, Marzieh Saeidi, Lambert Mathias, Veselin Stoyanov, Majid Yazdani arXiv_CL arXiv_CL  Embedding  Pose  Few-Shot  Inference  Language_Model  PDF
• 2022-04-03 POS-BERT: Point Cloud One-Stage BERT Pre-Training    Kexue Fu, Peng Gao, ShaoLei Liu, Renrui Zhang, Yu Qiao, Manning Wang arXiv_CV arXiv_CV  Transformer  Segmentation  Point_Cloud  Bert  Pose  Contrastive_Learning  Classification  Few-Shot  Language_Model  PDF
• 2022-04-02 Matching Feature Sets for Few-Shot Image Classification    Arman Afrasiyabi, Hugo Larochelle, Jean-François Lalonde, Christian Gagné arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Attention  Image_Classification  Inference  Matching  PDF
• 2022-04-02 Inverse is Better! Fast and Accurate Prompt for Few-shot Slot Tagging    Yutai Hou, Cheng Chen, Xianzhen Luo, Bohan Li, Wanxiang Che arXiv_CL arXiv_CL  Pose  Relation  Few-Shot  Prediction  PDF
• 2022-04-01 Few-shot One-class Domain Adaptation Based on Frequency for Iris Presentation Attack Detection    Yachun Li, Ying Lian, Jingjing Wang, Yuhui Chen, Chunmao Wang, Shiliang Pu arXiv_CV arXiv_CV  Recognition  Pose  Detection  Few-Shot  Attention  PDF
• 2022-04-01 Selecting task with optimal transport self-supervised learning for few-shot classification    Renjie Xu, Xinghao Yang, Baodi Liu, Kai Zhang, Weifeng Liu arXiv_AI arXiv_AI  Self-Supervised  Pose  Classification  Few-Shot  Matching  PDF
• 2022-04-01 Making Pre-trained Language Models End-to-end Few-shot Learners with Contrastive Prompt Tuning    Ziyun Xu, Chengyu Wang, Minghui Qiu, Fuli Luo, Runxin Xu, Songfang Huang, Jun Huang arXiv_AI arXiv_AI  Pose  Contrastive_Learning  Few-Shot  Language_Model  PDF
• 2022-03-31 MyStyle: A Personalized Generative Prior    Yotam Nitzan, Kfir Aberman, Qiurui He, Orly Liba, Michal Yarom, Yossi Gandelsman, Inbar Mosseri, Yael Pritch, Daniel Cohen-or arXiv_CV arXiv_CV  Enhancement  Inpainting  Super_Resolution  Knowledge  Pose  Image_Enhancement  Face  Quantitative  Few-Shot  GAN  PDF
• 2022-03-31 Improved Relation Networks for End-to-End Speaker Verification and Identification    Ashutosh Chaubey, Sparsh Sinha, Susmita Ghose arXiv_SD arXiv_SD  Embedding  Pose  Relation  Few-Shot  PDF
• 2022-03-31 $k$NN-NER: Named Entity Recognition with Nearest Neighbor Search    Shuhe Wang, Xiaoya Li, Yuxian Meng, Tianwei Zhang, Rongbin Ouyang, Jiwei Li, Guoyin Wang arXiv_CL arXiv_CL  Recognition  Few-Shot  PDF
• 2022-03-31 Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks    Da-Wei Zhou, Han-Jia Ye, De-Chuan Zhan arXiv_CV arXiv_CV  Transformer  Embedding  Pose  Few-Shot  PDF
• 2022-03-31 How Does Pre-trained Wav2Vec2.0 Perform on Domain Shifted ASR? An Extensive Benchmark on Air Traffic Control Communications    Juan Zuluaga-Gomez, Amrutha Prasad, Iuliia Nigmatulina, Saeed Sarfjoo, Petr Motlicek, Matthias Kleinert, Hartmut Helmke, Oliver Ohneiser, Qingran Zhan arXiv_CL arXiv_CL  Recognition  Speech  Self-Supervised  Pose  Action  Few-Shot  Speech_Recognition  PDF
• 2022-03-30 Towards Few-shot Entity Recognition in Document Images: A Label-aware Sequence-to-Sequence Framework    Zilong Wang, Jingbo Shang arXiv_CL arXiv_CL  Embedding  Recognition  Pose  Face  Relation  Few-Shot  PDF
• 2022-03-30 Constrained Few-shot Class-incremental Learning    Michael Hersche, Geethan Karunaratne, Giovanni Cherubini, Luca Benini, Abu Sebastian, Abbas Rahimi arXiv_CV arXiv_CV  Embedding  Knowledge  Pose  Few-Shot  PDF
• 2022-03-30 Large-Scale Pre-training for Person Re-identification with Noisy Labels    Dengpan Fu, Dongdong Chen, Hao Yang, Jianmin Bao, Lu Yuan, Lei Zhang, Houqiang Li, Fang Wen, Dong Chen arXiv_CV arXiv_CV  Tracking  Person_Re-identification  Unsupervised  Object_Tracking  Contrastive_Learning  Relation  Few-Shot  Re-identification  PDF
• 2022-03-29 Pretraining Graph Neural Networks for few-shot Analog Circuit Modeling and Design    Kourosh Hakhamaneshi, Marcel Nassar, Mariano Phielipp, Pieter Abbeel, Vladimir Stojanović arXiv_AI arXiv_AI  Embedding  Optimization  Knowledge  Few-Shot  Prediction  PDF
• 2022-03-29 WAVPROMPT: Towards Few-Shot Spoken Language Understanding with Frozen Language Models    Heting Gao, Junrui Ni, Kaizhi Qian, Yang Zhang, Shiyu Chang, Mark Hasegawa-Johnson arXiv_AI arXiv_AI  Embedding  Speech  Pose  Few-Shot  Language_Model  PDF
• 2022-03-29 LinkBERT: Pretraining Language Models with Document Links    Michihiro Yasunaga, Jure Leskovec, Percy Liang arXiv_CL arXiv_CL  Bert  Knowledge  Self-Supervised  Pose  Relation  Few-Shot  Medical  Language_Model  Prediction  QA  PDF
• 2022-03-29 Few-shot Structured Radiology Report Generation Using Natural Language Prompts    Matthias Keicher, Kamilia Mullakaeva, Tobias Czempiel, Kristina Mach, Ashkan Khakzar, Nassir Navab arXiv_CV arXiv_CV  Pose  Few-Shot  Medical  PDF
• 2022-03-29 Integrative Few-Shot Learning for Classification and Segmentation    Dahyun Kang, Minsu Cho arXiv_CV arXiv_CV  Segmentation  Pose  Classification  Relation  Few-Shot  Attention  PDF
• 2022-03-29 Texture based Prototypical Network for Few-Shot Semantic Segmentation of Forest Cover: Generalizing for Different Geographical Regions    Gokul P, Ujjwal Verma arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Few-Shot  Attention  PDF
• 2022-03-29 Heuristic-based Inter-training to Improve Few-shot Multi-perspective Dialog Summarization    Benjamin Sznajder, Chulaka Gunasekara, Guy Lev, Sachin Joshi, Eyal Shnarch, Noam Slonim arXiv_CL arXiv_CL  Pose  Few-Shot  GAN  Summarization  PDF
• 2022-03-29 Enabling hand gesture customization on wrist-worn devices    Xuhai Xu, Jun Gong, Carolina Brum, Lilian Liang, Bongsoo Suh, Kumar Gupta, Yash Agarwal, Laurence Lindsey, Runchang Kang, Behrooz Shahsavari, Tu Nguyen, Heriberto Nieto, Scott E. Hudson, Charlie Maalouf, Seyed Mousavi, Gierad Laput arXiv_AI arXiv_AI  Recognition  Gesture  Knowledge  Few-Shot  PDF
• 2022-03-29 Generalizing Few-Shot NAS with Gradient Matching    Shoukang Hu, Ruochen Wang, Lanqing Hong, Zhenguo Li, Cho-Jui Hsieh, Jiashi Feng arXiv_CV arXiv_CV  NAS  Optimization  Pose  Few-Shot  Matching  PDF
• 2022-03-28 Few-Shot Object Detection with Fully Cross-Transformer    Guangxing Han, Jiawei Ma, Shiyuan Huang, Long Chen, Shih-Fu Chang arXiv_AI arXiv_AI  Transformer  Pose  Action  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2022-03-28 Doodle It Yourself: Class Incremental Learning by Drawing a Few Sketches    Ayan Kumar Bhunia, Viswanatha Reddy Gajjala, Subhadeep Koley, Rohit Kundu, Aneeshan Sain, Tao Xiang, Yi-Zhe Song arXiv_CV arXiv_CV  Sketch  Knowledge  Few-Shot  Attention  PDF
• 2022-03-28 A Framework of Meta Functional Learning for Regularising Knowledge Transfer    Pan Li, Yanwei Fu, Shaogang Gong arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  PDF
• 2022-03-28 Few-Shot Learning with Siamese Networks and Label Tuning    Thomas Müller, Guillermo Pérez-Torró, Marc Franco-Salvador arXiv_CL arXiv_CL  Embedding  Text_Classification  Classification  Few-Shot  Inference  PDF
• 2022-03-28 FS6D: Few-Shot 6D Pose Estimation of Novel Objects    Yisheng He, Yao Wang, Haoqiang Fan, Jian Sun, Qifeng Chen arXiv_CV arXiv_CV  Transformer  Pose_Estimation  Pose  Relation  Few-Shot  Matching  PDF
• 2022-03-28 STaR: Bootstrapping Reasoning With Reasoning    Eric Zelikman, Yuhuai Wu, Noah D. Goodman arXiv_AI arXiv_AI  Pose  Few-Shot  Inference  Language_Model  QA  PDF
• 2022-03-27 PatchNet: A Simple Face Anti-Spoofing Framework via Fine-Grained Patch Recognition    Chien-Yi Wang, Yu-Ding Lu, Shang-Ta Yang, Shang-Hong Lai arXiv_CV arXiv_CV  Embedding  Recognition  Self-Supervised  Pose  Face  Classification  Few-Shot  Face_Recognition  PDF
• 2022-03-27 Temporal Transductive Inference for Few-Shot Video Object Segmentation    Mennatullah Siam, Konstantinos G. Derpanis, Richard P. Wildes arXiv_CV arXiv_CV  Segmentation  Pose  Few-Shot  Inference  PDF
• 2022-03-27 An Empirical Study and Comparison of Recent Few-Shot Object Detection Algorithms    Tianying Liu, Lu Zhang, Yang Wang, Jihong Guan, Yanwei Fu, Shuigeng Zhou arXiv_CV arXiv_CV  Transfer_Learning  Knowledge  Review  Pose  Survey  Detection  Few-Shot  Object_Detection  PDF
• 2022-03-25 Sylph: A Hypernetwork Framework for Incremental Few-shot Object Detection    Li Yin, Juan M Perez-Rua, Kevin J Liang arXiv_CV arXiv_CV  Classification  Detection  Few-Shot  Object_Detection  PDF
• 2022-03-25 Compare learning: bi-attention network for few-shot learning    Li Ke, Meng Pan, Weigao Wen, Dong Li arXiv_CV arXiv_CV  Embedding  Recognition  Pose  Few-Shot  Attention  CNN  PDF
• 2022-03-25 CAD: Co-Adapting Discriminative Features for Improved Few-Shot Classification    Philip Chikontwe, Soopil Kim, Sang Hyun Park arXiv_CV arXiv_CV  Transformer  Pose  Classification  Few-Shot  Attention  PDF
• 2022-03-24 Recommendation as Language Processing : A Unified Pretrain, Personalized Prompt & Predict Paradigm    Shijie Geng, Shuchang Liu, Zuohui Fu, Yingqiang Ge, Yongfeng Zhang arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Review  Action  Few-Shot  Language_Model  Prediction  Recommendation  PDF
• 2022-03-24 A Rationale-Centric Framework for Human-in-the-loop Machine Learning    Jinghui Lu, Linyi Yang, Brian Mac Namee, Yue Zhang arXiv_AI arXiv_AI  Few-Shot  Prediction  PDF
• 2022-03-24 HMFS: Hybrid Masking for Few-Shot Segmentation    Seonghyeon Moon, Samuel S. Sohn, Honglu Zhou, Sejong Yoon, Vladimir Pavlovic, Muhammad Haris Khan, Mubbasir Kapadia arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Few-Shot  Prediction  PDF
• 2022-03-23 Multidimensional Belief Quantification for Label-Efficient Meta-Learning    Deep Pandey, Qi Yu arXiv_CV arXiv_CV  Optimization  Pose  Classification  Relation  Few-Shot  Image_Classification  Prediction  PDF
• 2022-03-23 Unified Structure Generation for Universal Information Extraction    Yaojie Lu, Qing Liu, Dai Dai, Xinyan Xiao, Hongyu Lin, Xianpei Han, Le Sun, Hua Wu arXiv_CL arXiv_CL  Knowledge  Pose  Action  Relation  Sentiment  Few-Shot  PDF
• 2022-03-23 Pre-training to Match for Unified Low-shot Relation Extraction    Fangchao Liu, Hongyu Lin, Xianpei Han, Boxi Cao, Le Sun arXiv_CL arXiv_CL  Zero-Shot  Pose  Action  Relation  Few-Shot  Relation_Extraction  Matching  PDF
• 2022-03-23 Few-shot Named Entity Recognition with Self-describing Networks    Jiawei Chen, Qing Liu, Hongyu Lin, Xianpei Han, Le Sun arXiv_CL arXiv_CL  Recognition  Knowledge  Pose  Few-Shot  PDF
• 2022-03-23 Efficient Few-Shot Object Detection via Knowledge Inheritance    Ze Yang, Chi Zhang, Ruibo Li, Guosheng Lin arXiv_CV arXiv_CV  Knowledge  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-03-23 A Theoretically Grounded Benchmark for Evaluating Machine Commonsense    Henrique Santos, Ke Shen, Alice M. Mulvehill, Yasaman Razeghi, Deborah L. McGuinness, Mayank Kejriwal arXiv_CL arXiv_CL  Transformer  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2022-03-23 Adaptive Transformers for Robust Few-shot Cross-domain Face Anti-spoofing    Hsin-Ping Huang, Deqing Sun, Yaojie Liu, Wen-Sheng Chu, Taihong Xiao, Jinwei Yuan, Hartwig Adam, Ming-Hsuan Yang arXiv_CV arXiv_CV  Transformer  Pose  Face  Few-Shot  PDF
• 2022-03-22 Learning Relation-Specific Representations for Few-shot Knowledge Graph Completion    Yuling Li, Kui Yu, Yuhong Zhang, Xindong Wu arXiv_CL arXiv_CL  Embedding  Sparse  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  PDF
• 2022-03-22 Mixed Differential Privacy in Computer Vision    Aditya Golatkar, Alessandro Achille, Yu-Xiang Wang, Aaron Roth, Michael Kearns, Stefano Soatto arXiv_CV arXiv_CV  Zero-Shot  Classification  Few-Shot  Language_Model  PDF
• 2022-03-21 HyperShot: Few-Shot Learning by Kernel HyperNetworks    Marcin Sendera, Marcin Przewięźlikowski, Konrad Karanowski, Maciej Zięba, Jacek Tabor, Przemysław Spurek arXiv_CV arXiv_CV  Embedding  Pose  Classification  Relation  Few-Shot  Prediction  PDF
• 2022-03-20 Partitioning Image Representation in Contrastive Learning    Hyunsub Lee, Heeyoul Choi arXiv_AI arXiv_AI  Image_Caption  Contrastive_Learning  Classification  Few-Shot  PDF
• 2022-03-19 Incremental Few-Shot Learning via Implanting and Compressing    Yiting Li, Haiyue Zhu, Xijia Feng, Zilong Cheng, Jun Ma, Cheng Xiang, Prahlad Vadakkepat, Tong Heng Lee arXiv_CV arXiv_CV  Reconstruction  Embedding  Knowledge  Pose  Classification  Detection  Few-Shot  Object_Detection  Image_Classification  PDF
• 2022-03-18 AdaVocoder: Adaptive Vocoder for Custom Voice    Xin Yuan, Yongbing Feng, Mingming Ye, Cheng Tuo, Minghang Zhang arXiv_CL arXiv_CL  Transfer_Learning  Speech  Pose  Few-Shot  GAN  PDF
• 2022-03-18 Prototypical Verbalizer for Prompt-based Few-shot Tuning    Ganqu Cui, Shengding Hu, Ning Ding, Longtao Huang, Zhiyuan Liu arXiv_CL arXiv_CL  Knowledge  Pose  Contrastive_Learning  Classification  Few-Shot  GAN  Language_Model  Prediction  PDF
• 2022-03-18 Improve few-shot voice cloning using multi-modal learning    Haitong Zhang, Yue Lin arXiv_CL arXiv_CL  Unsupervised  Speech  Pose  Few-Shot  PDF
• 2022-03-17 Multi-similarity based Hyperrelation Network for few-shot segmentation    Xiangwen Shi, Shaobing Zhang, Miao Cheng, Lian He, Zhe Cui, Xianghong Tang arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Relation  Few-Shot  PDF
• 2022-03-17 Transframer: Arbitrary Frame Prediction with Generative Models    Charlie Nash, João Carreira, Jacob Walker, Iain Barr, Andrew Jaegle, Mateusz Malinowski, Peter Battaglia arXiv_CV arXiv_CV  Transformer  Segmentation  Semantic_Segmentation  Sparse  Pose  Classification  Few-Shot  Image_Classification  Optical_Flow  Prediction  PDF
• 2022-03-17 Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning    Haoxiang Wang, Yite Wang, Ruoyu Sun, Bo Li arXiv_CV arXiv_CV  NAS  Pose  Few-Shot  PDF
• 2022-03-17 Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning    Yangji He, Weihan Liang, Dongyang Zhao, Hong-Yu Zhou, Weifeng Ge, Yizhou Yu, Wenqiang Zhang arXiv_AI arXiv_AI  Transformer  Recognition  Self-Supervised  Pose  Classification  Few-Shot  CNN  PDF
• 2022-03-16 Meta-Learning of NAS for Few-shot Learning in Medical Image Applications    Viet-Khoa Vo-Ho, Kashu Yamazaki, Hieu Hoang, Minh-Triet Tran, Ngan Le arXiv_CV arXiv_CV  NAS  Reconstruction  Segmentation  Review  Classification  Deep_Learning  Detection  Few-Shot  Medical  Image_Classification  PDF
• 2022-03-16 UnseenNet: Fast Training Detector for Any Unseen Concept    Asra Aslam, Edward Curry arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Detection  Few-Shot  Object_Detection  Image_Classification  PDF
• 2022-03-16 CtlGAN: Few-shot Artistic Portraits Generation with Contrastive Transfer Learning    Yue Wang, Ran Yi, Ying Tai, Chengjie Wang, Lizhuang Ma arXiv_CV arXiv_CV  Transfer_Learning  Pose  Face  Quantitative  Few-Shot  GAN  PDF
• 2022-03-16 In-Context Learning for Few-Shot Dialogue State Tracking    Yushi Hu, Chia-Hsuan Lee, Tianbao Xie, Tao Yu, Noah A. Smith, Mari Ostendorf arXiv_CL arXiv_CL  Tracking  Pose  Few-Shot  Language_Model  PDF
• 2022-03-16 Attribute Group Editing for Reliable Few-shot Image Generation    Guanqi Ding, Xinzhe Han, Shuhui Wang, Shuzhe Wu, Xin Jin, Dandan Tu, Qingming Huang arXiv_CV arXiv_CV  Embedding  Sparse  Adversarial  Pose  Few-Shot  GAN  PDF
• 2022-03-16 Thinking about GPT-3 In-Context Learning for Biomedical IE? Think Again    Bernal Jiménez Gutiérrez, Nikolas McNeal, Clay Washington, You Chen, Lang Li, Huan Sun, Yu Su arXiv_CL arXiv_CL  Recognition  Bert  Action  Relation  Few-Shot  Relation_Extraction  Medical  Language_Model  PDF
• 2022-03-15 Evaluating the Text-to-SQL Capabilities of Large Language Models    Nitarshan Rajkumar, Raymond Li, Dzmitry Bahdanau arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2022-03-15 CSN: Component-Supervised Network for Few-Shot Classification    Shuai Shao, Baodi Liu, Lei Xing, Lifei Zhao, Yanjiang Wang, Weifeng Liu, Yicong Zhou arXiv_CV arXiv_CV  Classification  Few-Shot  PDF
• 2022-03-15 Wave-SAN: Wavelet based Style Augmentation Network for Cross-Domain Few-Shot Learning    Yuqian Fu, Yu Xie, Yanwei Fu, Jingjing Chen, Yu-Gang Jiang arXiv_CV arXiv_CV  Knowledge  Self-Supervised  Pose  Few-Shot  Prediction  PDF
• 2022-03-15 InfoDCL: A Distantly Supervised Contrastive Learning Framework for Social Meaning    Chiyu Zhang, Muhammad Abdul-Mageed, Ganesh Jawahar arXiv_CL arXiv_CL  Weakly_Supervised  Self-Supervised  Pose  Contrastive_Learning  Relation  Few-Shot  PDF
• 2022-03-15 Learning What Not to Segment: A New Perspective on Few-Shot Segmentation    Chunbo Lang, Gong Cheng, Binfei Tu, Junwei Han arXiv_CV arXiv_CV  Segmentation  Recognition  Pose  Classification  Few-Shot  Prediction  PDF
• 2022-03-14 CLIP Models are Few-shot Learners: Empirical Studies on VQA and Visual Entailment    Haoyu Song, Li Dong, Wei-Nan Zhang, Ting Liu, Furu Wei arXiv_CL arXiv_CL  Image_Caption  Zero-Shot  Pose  VQA  Few-Shot  Caption  QA  PDF
• 2022-03-14 Self-Promoted Supervision for Few-Shot Transformer    Bowen Dong, Pan Zhou, Shuicheng Yan, Wangmeng Zuo arXiv_CV arXiv_CV  Transformer  Recognition  Pose  Classification  Few-Shot  PDF
• 2022-03-14 Forward Compatible Few-Shot Class-Incremental Learning    Da-Wei Zhou, Fu-Yun Wang, Han-Jia Ye, Liang Ma, Shiliang Pu, De-Chuan Zhan arXiv_CV arXiv_CV  Embedding  Pose  Few-Shot  Inference  PDF
• 2022-03-14 Hyperlink-induced Pre-training for Passage Retrieval in Open-domain Question Answering    Jiawei Zhou, Xiaoguang Li, Lifeng Shang, Lan Luo, Ke Zhan, Enrui Hu, Xinyu Zhang, Hao Jiang, Zhao Cao, Fan Yu, Xin Jiang, Qun Liu, Lei Chen arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  QA  PDF
• 2022-03-14 Deep Transfer Learning with Graph Neural Network for Sensor-Based Human Activity Recognition    Yan Yan, Tianzheng Liao, Jinjin Zhao, Jiahong Wang, Liang Ma, Wei Lv, Jing Xiong, Lei Wang arXiv_CV arXiv_CV  Transfer_Learning  Recognition  Pose  Action  Deep_Learning  Few-Shot  Activity  CNN  PDF
• 2022-03-13 Masked Autoencoders for Point Cloud Self-supervised Learning    Yatian Pang, Wenxiao Wang, Francis E.H. Tay, Wei Liu, Yonghong Tian, Li Yuan arXiv_CV arXiv_CV  Transformer  Point_Cloud  Self-Supervised  Pose  Classification  Few-Shot  PDF
• 2022-03-13 Worst Case Matters for Few-Shot Recognition    Minghao Fu, Yun-Hao Cao, Jianxin Wu arXiv_AI arXiv_AI  Recognition  Regularization  Pose  Few-Shot  PDF
• 2022-03-11 Learning Distinctive Margin toward Active Domain Adaptation    Ming Xie, Yuxi Li, Yabiao Wang, Zekun Luo, Zhenye Gan, Zhongyi Sun, Mingmin Chi, Chengjie Wang, Pei Wang arXiv_CV arXiv_CV  Unsupervised  Pose  Few-Shot  Attention  PDF
• 2022-03-10 The Overlooked Classifier in Human-Object Interaction Recognition    Ying Jin, Yinpeng Chen, Lijuan Wang, Jianfeng Wang, Pei Yu, Lin Liang, Jenq-Neng Hwang, Zicheng Liu arXiv_CV arXiv_CV  Embedding  Recognition  Pose  Action_Recognition  Action  Classification  Detection  Relation  Few-Shot  Object_Detection  PDF
• 2022-03-10 Non-generative Generalized Zero-shot Learning via Task-correlated Disentanglement and Controllable Samples Synthesis    Yaogong Feng, Xiaowen Huang, Pengbo Yang, Jian Yu, Jitao Sang arXiv_CV arXiv_CV  Zero-Shot  Adversarial  Pose  Few-Shot  PDF
• 2022-03-10 Internet-augmented language models through few-shot prompting for open-domain question answering    Angeliki Lazaridou, Elena Gribovskaya, Wojciech Stokowiec, Nikolai Grigorev arXiv_CL arXiv_CL  Knowledge  Few-Shot  Attention  Inference  Language_Model  PDF
• 2022-03-09 What Matters For Meta-Learning Vision Regression Tasks?    Ning Gao, Hanna Ziesche, Ngo Anh Vien, Michael Volpp, Gerhard Neumann arXiv_AI arXiv_AI  Pose_Estimation  Regularization  Pose  Contrastive_Learning  Quantitative  Classification  Deep_Learning  Few-Shot  Recommendation  PDF
• 2022-03-09 Model-Agnostic Multitask Fine-tuning for Few-shot Vision-Language Transfer Learning    Zhenhailong Wang, Hang Yu, Manling Li, Han Zhao, Heng Ji arXiv_CL arXiv_CL  Transfer_Learning  Zero-Shot  Optimization  Classification  Relation  Few-Shot  Language_Model  PDF
• 2022-03-08 Contrastive Enhancement Using Latent Prototype for Few-Shot Segmentation    Xiaoyu Zhao, Xiaoqian Chen, Zhiqiang Gong, Wen Yao, Yunyang Zhang, Xiaohu Zheng arXiv_AI arXiv_AI  Segmentation  Enhancement  Pose  Few-Shot  Prediction  PDF
• 2022-03-08 InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NER    Liwen Wang, Rumei Li, Yang Yan, Yuanmeng Yan, Sirui Wang, Wei Wu, Weiran Xu arXiv_CL arXiv_CL  Recognition  Pose  Action  Few-Shot  Inference  Language_Model  PDF
• 2022-03-08 A Variational Hierarchical Model for Neural Cross-Lingual Summarization    Yunlong Liang, Fandong Meng, Chulun Zhou, Jinan Xu, Yufeng Chen, Jinsong Su, Jie Zhou arXiv_CL arXiv_CL  Pose  Relation  Few-Shot  Summarization  PDF
• 2022-03-07 Learning from Few Examples: A Summary of Approaches to Few-Shot Learning    Archit Parnami, Minwoo Lee arXiv_CV arXiv_CV  Transfer_Learning  Pose  Survey  Deep_Learning  Few-Shot  PDF
• 2022-03-07 Pre-trained Token-replaced Detection Model as Few-shot Learner    Zicheng Li, Shoushan Li, Guodong Zhou arXiv_CL arXiv_CL  Pose  Classification  Detection  Few-Shot  Language_Model  PDF
• 2022-03-06 A Multi-Document Coverage Reward for RELAXed Multi-Document Summarization    Jacob Parnell, Inigo Jauregi Unanue, Massimo Piccardi arXiv_CL arXiv_CL  Reinforcement_Learning  Pose  Few-Shot  Summarization  Language_Model  PDF
• 2022-03-05 Unfreeze with Care: Space-Efficient Fine-Tuning of Semantic Parsing Models    Weiqi Sun, Haidar Khan, Nicolas Guenon des Mesnards, Melanie Rubino, Konstantine Arkoudas arXiv_CL arXiv_CL  Embedding  Few-Shot  Language_Model  PDF
• 2022-03-04 Feature Transformation for Cross-domain Few-shot Remote Sensing Scene Classification    Qiaoling Chen, Zhihao Chen, Wei Luo arXiv_CV arXiv_CV  Scene_Classification  Pose  Classification  Few-Shot  PDF
• 2022-03-04 ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification    Yucheng Zhou, Tao Shen, Xiubo Geng, Guodong Long, Daxin Jiang arXiv_CL arXiv_CL  Transformer  Pose  Classification  Relation  Few-Shot  PDF
• 2022-03-04 Continual Few-shot Relation Learning via Embedding Space Regularization and Data Augmentation    Chengwei Qin, Shafiq Joty arXiv_CL arXiv_CL  Embedding  Regularization  Knowledge  Self-Supervised  Pose  Relation  Few-Shot  PDF
• 2022-03-04 WPNAS: Neural Architecture Search by jointly using Weight Sharing and Predictor    Ke Lin, Yong A, Zhuoxin Gan, Yingying Jiang arXiv_CV arXiv_CV  NAS  Pose  Few-Shot  Prediction  PDF
• 2022-03-03 Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels    Stine Hansen, Srishti Gautam, Robert Jenssen, Michael Kampffmeyer arXiv_CV arXiv_CV  Segmentation  3D  Pose  Detection  Few-Shot  GAN  Medical  PDF
• 2022-03-03 Dialogue Summaries as Dialogue States , Template-Guided Summarization for Few-shot Dialogue State Tracking    Jamin Shin, Hangyeol Yu, Hyeongdon Moon, Andrea Madotto, Juneyoung Park arXiv_CL arXiv_CL  Tracking  Pose  Few-Shot  Summarization  Inference  Language_Model  PDF
• 2022-03-03 QaNER: Prompting Question Answering Models for Few-shot Named Entity Recognition    Andy T. Liu, Wei Xiao, Henghui Zhu, Dejiao Zhang, Shang-Wen Li, Andrew Arnold arXiv_CL arXiv_CL  Recognition  Zero-Shot  Pose  Few-Shot  Inference  Language_Model  QA  PDF
• 2022-03-03 MetaDT: Meta Decision Tree for Interpretable Few-Shot Learning    Baoquan Zhang, Hao Jiang, Xutao Li, Shanshan Feng, Yunming Ye, Rui Ye arXiv_CV arXiv_CV  Optimization  Represenation_Learning  Pose  Few-Shot  Inference  PDF
• 2022-03-02 Exploring Hierarchical Graph Representation for Large-Scale Zero-Shot Image Classification    Kai Yi, Xiaoqian Shen, Yunhao Gou, Mohamed Elhoseiny arXiv_CV arXiv_CV  Recognition  Zero-Shot  Knowledge  Pose  Classification  Relation  Few-Shot  Image_Classification  PDF
• 2022-03-02 Do Prompts Solve NLP Tasks Using Natural Language?    Sen Yang, Yunchen Zhang, Leyang Cui, Yue Zhang arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2022-03-01 Attend, Memorize and Generate: Towards Faithful Table-to-Text Generation in Few Shots    Wenting Zhao, Ye Liu, Yao Wan, Philip S. Yu arXiv_CL arXiv_CL  Pose  Few-Shot  Attention  Text_Generation  Language_Model  PDF
• 2022-03-01 Dual Embodied-Symbolic Concept Representations for Deep Learning    Daniel T. Chang arXiv_AI arXiv_AI  Embedding  Knowledge  Knowledge_Graph  Deep_Learning  Few-Shot  Matching  PDF
• 2022-03-01 SMTNet: Hierarchical cavitation intensity recognition based on sub-main transfer network    Yu Sha, Johannes Faber, Shuiping Gou, Bo Liu, Wei Li, Stefan Schramm, Horst Stoecker, Thomas Steckenreiter, Domagoj Vnucec, Nadine Wetzstein, Andreas Widl, Kai Zhou arXiv_SD arXiv_SD  Embedding  Recognition  Knowledge  Pose  Detection  Few-Shot  Attention  GAN  Prediction  PDF
• 2022-03-01 FIRL: Fast Imitation and Policy Reuse Learning    Yiwen Chen, Zedong Zhang, Haofeng Liu, Jiayi Tan, Marcelo Ang arXiv_AI arXiv_AI  Transfer_Learning  Reinforcement_Learning  Pose  Few-Shot  GAN  PDF
• 2022-02-28 Combining Modular Skills in Multitask Learning    Edoardo M. Ponti, Alessandro Sordoni, Siva Reddy arXiv_CL arXiv_CL  Reinforcement_Learning  Sparse  Knowledge  Face  Few-Shot  PDF
• 2022-02-27 Interpretable Concept-based Prototypical Networks for Few-Shot Learning    Mohammad Reza Zarei, Majid Komeili arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2022-02-27 Variational Autoencoder with Disentanglement Priors for Low-Resource Task-Specific Natural Language Generation    Zhuang Li, Lizhen Qu, Qiongkai Xu, Tongtong Wu, Tianyang Zhan, Gholamreza Haffari arXiv_CL arXiv_CL  Style_Transfer  Represenation_Learning  Regularization  Pose  Few-Shot  PDF
• 2022-02-26 Pix2NeRF: Unsupervised Conditional $pi$-GAN for Single Image to Neural Radiance Fields Translation    Shengqu Cai, Anton Obukhov, Dengxin Dai, Luc Van Gool arXiv_CV arXiv_CV  Reconstruction  Unsupervised  Super_Resolution  3D  Pose  Few-Shot  GAN  PDF
• 2022-02-24 Prompt for Extraction? PAIE: Prompting Argument Interaction for Event Argument Extraction    Yubo Ma, Zehao Wang, Yixin Cao, Mukai Li, Meiqi Chen, Kun Wang, Jing Shao arXiv_CL arXiv_CL  Optimization  Pose  Action  Few-Shot  Language_Model  Matching  PDF
• 2022-02-21 CampNet: Context-Aware Mask Prediction for End-to-End Text-Based Speech Editing    Tao Wang, Jiangyan Yi, Ruibo Fu, Jianhua Tao, Zhengqi Wen arXiv_CL arXiv_CL  Speech  Pose  Few-Shot  Prediction  PDF
• 2022-02-19 Models and Datasets for Cross-Lingual Summarisation    Laura Perez-Beltrachini, Mirella Lapata arXiv_CL arXiv_CL  Pose  Few-Shot  PDF
• 2022-02-18 Towards better understanding and better generalization of few-shot classification in histology images with contrastive learning    Jiawei Yang, Hanbo Chen, Jiangpeng Yan, Xiaoyu Chen, Jianhua Yao arXiv_CV arXiv_CV  Unsupervised  Represenation_Learning  Self-Supervised  Pose  Contrastive_Learning  Classification  Few-Shot  Attention  PDF
• 2022-02-18 How Well Do Self-Supervised Methods Perform in Cross-Domain Few-Shot Learning?    Yiyi Zhang, Ying Zheng, Xiaogang Xu, Jun Wang arXiv_CV arXiv_CV  Represenation_Learning  Self-Supervised  Relation  Few-Shot  PDF
• 2022-02-17 Semantically Proportional Patchmix for Few-Shot Learning    Jingquan Wang, Jing Xu, Yu Pan, Zenglin Xu arXiv_CV arXiv_CV  Transfer_Learning  Pose  Classification  Few-Shot  PDF
• 2022-02-16 Voice Filter: Few-shot text-to-speech speaker adaptation using voice conversion as a post-processing module    Adam Gabryś, Goeric Huybrechts, Manuel Sam Ribeiro, Chung-Ming Chien, Julian Roth, Giulia Comini, Roberto Barra-Chicote, Bartek Perz, Jaime Lorenzo-Trueba arXiv_CL arXiv_CL  Speech  Pose  Few-Shot  PDF
• 2022-02-15 Delving Deeper into Cross-lingual Visual Question Answering    Chen Liu, Jonas Pfeiffer, Anna Korhonen, Ivan Vulic, Iryna Gurevych arXiv_CV arXiv_CV  Transformer  Embedding  Zero-Shot  Action  VQA  Few-Shot  QA  PDF
• 2022-02-15 PILED: An Identify-and-Localize Framework for Few-Shot Event Detection    Sha Li, Liyuan Liu, Yiqing Xie, Heng Ji, Jiawei Han arXiv_CL arXiv_CL  Knowledge  Pose  Action  Detection  Few-Shot  Language_Model  PDF
• 2022-02-15 Self-Supervised Class-Cognizant Few-Shot Classification    Ojas Kishore Shirekar, Hadi Jamali-Rad arXiv_AI arXiv_AI  Unsupervised  Optimization  Knowledge  Self-Supervised  Contrastive_Learning  Classification  Few-Shot  PDF
• 2022-02-15 HAA4D: Few-Shot Human Atomic Action Recognition via 3D Spatio-Temporal Skeletal Alignment    Mu-Ruei Tseng, Abhishek Gupta, Chi-Keung Tang, Yu-Wing Tai arXiv_CV arXiv_CV  Recognition  3D  Pose  Face  Action_Recognition  Action  Few-Shot  Matching  PDF
• 2022-02-15 Enhancing Cross-lingual Prompting with Mask Token Augmentation    Meng Zhou, Xin Li, Yue Jiang, Lidong Bing arXiv_AI arXiv_AI  Pose  Few-Shot  Inference  PDF
• 2022-02-15 Few-shot semantic segmentation via mask aggregation    Wei Ao, Shunyi Zheng, Yan Meng arXiv_AI arXiv_AI  Segmentation  Semantic_Segmentation  Pose  Classification  Relation  Few-Shot  PDF
• 2022-02-15 Impact of Pretraining Term Frequencies on Few-Shot Reasoning    Yasaman Razeghi, Robert L. Logan IV, Matt Gardner, Sameer Singh arXiv_CL arXiv_CL  Relation  Few-Shot  Language_Model  PDF
• 2022-02-14 Task-Adaptive Feature Transformer with Semantic Enrichment for Few-Shot Segmentation    Jun Seo, Young-Hyun Park, Sung Whan Yoon, Jaekyun Moon arXiv_CV arXiv_CV  Transformer  Segmentation  Semantic_Segmentation  Pose  Few-Shot  Attention  PDF
• 2022-02-11 Cross Domain Few-Shot Learning via Meta Adversarial Training    Jirui Qi, Richong Zhang, Chune Li, Yongyi Mao arXiv_AI arXiv_AI  Adversarial  Pose  Classification  Relation  Few-Shot  PDF
• 2022-02-10 InPars: Data Augmentation for Information Retrieval using Large Language Models    Luiz Bonifacio, Hugo Abonizio, Marzieh Fadaee, Rodrigo Nogueira arXiv_CL arXiv_CL  Transformer  Unsupervised  Transfer_Learning  Zero-Shot  Self-Supervised  Pose  Few-Shot  Language_Model  PDF
• 2022-02-10 Bias-Eliminated Semantic Refinement for Any-Shot Learning    Liangjun Feng, Chunhui Zhao, Xi Li arXiv_AI arXiv_AI  Embedding  Zero-Shot  Knowledge  Adversarial  Pose  Few-Shot  GAN  PDF
• 2022-02-10 AdaPrompt: Adaptive Model Training for Prompt-based NLP    Yulong Chen, Yang Liu, Li Dong, Shuohang Wang, Chenguang Zhu, Michael Zeng, Yue Zhang arXiv_CL arXiv_CL  Zero-Shot  Salient  Knowledge  Few-Shot  Attention  Inference  Language_Model  PDF
• 2022-02-09 Generating Training Data with Language Models: Towards Zero-Shot Language Understanding    Yu Meng, Jiaxin Huang, Yu Zhang, Jiawei Han arXiv_CL arXiv_CL  Bert  Zero-Shot  Regularization  Classification  Few-Shot  Text_Generation  Language_Model  PDF
• 2022-02-08 Spectral Propagation Graph Network for Few-shot Time Series Classification    Ling Yang, Shenda Hong, Luxia Zhang arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Relation  Few-Shot  PDF
• 2022-02-07 Cedille: A large autoregressive French language model    Martin Müller, Florian Laurent arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Language_Model  PDF
• 2022-02-05 LST: Lexicon-Guided Self-Training for Few-Shot Text Classification    Hazel Kim, Jaeman Son, Yo-Sub Han arXiv_CL arXiv_CL  Text_Classification  Regularization  Knowledge  Classification  Few-Shot  Prediction  PDF
• 2022-02-05 Few-shot Learning as Cluster-induced Voronoi Diagrams: A Geometric Approach    Chunwei Ma, Ziyun Huang, Mingchen Gao, Jinhui Xu arXiv_CV arXiv_CV  Relation  Few-Shot  GAN  PDF
• 2022-02-02 Smoothed Embeddings for Certified Few-Shot Learning    Mikhail Pautov, Olesya Kuznetsova, Nurislam Tursynbek, Aleksandr Petiushko, Ivan Oseledets arXiv_AI arXiv_AI  Embedding  Adversarial  Classification  Few-Shot  PDF
• 2022-02-02 Co-training Improves Prompt-based Learning for Large Language Models    Hunter Lang, Monica Agrawal, Yoon Kim, David Sontag arXiv_AI arXiv_AI  Zero-Shot  Few-Shot  Language_Model  PDF
• 2022-02-01 Advances in MetaDL: AAAI 2021 challenge and workshop    Adrian El Baz, Isabelle Guyon (TAU), Zhengying Liu (TAU), Jan van Rijn (LIACS), Sebastien Treguer, Joaquin Vanschoren (TU/e) arXiv_CV arXiv_CV  Classification  Deep_Learning  Few-Shot  GAN  PDF
• 2022-02-01 CLA-NeRF: Category-Level Articulated Neural Radiance Field    Wei-Cheng Tseng, Hung-Ju Liao, Yen-Chen Lin, Min Sun arXiv_CV arXiv_CV  Segmentation  3D  Pose_Estimation  Pose  Few-Shot  Inference  PDF
• 2022-01-31 Few-Shot Backdoor Attacks on Visual Object Tracking    Yiming Li, Haoxiang Zhong, Xingjun Ma, Yong Jiang, Shu-Tao Xia arXiv_CV arXiv_CV  Surveillance  Tracking  Object_Tracking  Pose  Few-Shot  Autonomous  PDF
• 2022-01-29 AutoDistil: Few-shot Task-agnostic Neural Architecture Search for Distilling Large Language Models    Dongkuan Xu, Subhabrata Mukherjee, Xiaodong Liu, Debadeepta Dey, Wenhui Wang, Xiang Zhang, Ahmed Hassan Awadallah, Jianfeng Gao arXiv_CL arXiv_CL  Transformer  NAS  Knowledge  Few-Shot  Attention  Language_Model  PDF
• 2022-01-28 Task-Focused Few-Shot Object Detection for Robot Manipulation    Brent Griffin arXiv_CV arXiv_CV  Detection  Few-Shot  Object_Detection  PDF
• 2022-01-28 Few-shot Unsupervised Domain Adaptation for Multi-modal Cardiac Image Segmentation    Mingxuan Gu, Sulaiman Vesal, Ronak Kosti, Andreas Maier arXiv_CV arXiv_CV  Segmentation  Unsupervised  Few-Shot  Medical  PDF
• 2022-01-28 Using DeepSpeed and Megatron to Train Megatron-Turing NLG 530B, A Large-Scale Generative Language Model    Shaden Smith, Mostofa Patwary, Brandon Norick, Patrick LeGresley, Samyam Rajbhandari, Jared Casper, Zhun Liu, Shrimai Prabhumoye, George Zerveas, Vijay Korthikanti, Elton Zhang, Rewon Child, Reza Yazdani Aminabadi, Julie Bernauer, Xia Song, Mohammad Shoeybi, Yuxiong He, Michael Houston, Saurabh Tiwary, Bryan Catanzaro arXiv_CL arXiv_CL  Transformer  3D  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2022-01-28 Transfering Hierarchical Structure with Dual Meta Imitation Learning    Chongkai Gao, Yizhou Jiang, Feng Chen arXiv_AI arXiv_AI  Pose  Action  Few-Shot  GAN  PDF
• 2022-01-27 IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages    Emanuele Bugliarello, Fangyu Liu, Jonas Pfeiffer, Siva Reddy, Desmond Elliott, Edoardo Maria Ponti, Ivan Vulić arXiv_CL arXiv_CL  Transfer_Learning  Zero-Shot  VQA  Few-Shot  PDF
• 2022-01-27 Grad2Task: Improved Few-shot Text Classification Using Gradients for Task Representation    Jixuan Wang, Kuan-Chieh Wang, Frank Rudzicz, Michael Brudno arXiv_AI arXiv_AI  Transfer_Learning  Bert  Text_Classification  Pose  Classification  Relation  Few-Shot  Language_Model  PDF
• 2022-01-27 Few-shot Transfer Learning for Holographic Image Reconstruction using a Recurrent Neural Network    Luzhe Huang, Xilin Yang, Tairan Liu, Aydogan Ozcan arXiv_CV arXiv_CV  Reconstruction  Transfer_Learning  Face  Deep_Learning  Few-Shot  CNN  PDF
• 2022-01-27 Ontology-enhanced Prompt-tuning for Few-shot Learning    Hongbin Ye, Ningyu Zhang, Shumin Deng, Xiang Chen, Hui Chen, Feiyu Xiong, Xi Chen, Huajun Chen arXiv_CL arXiv_CL  Knowledge  Knowledge_Graph  Pose  Ontology  Action  Relation  Few-Shot  Relation_Extraction  Language_Model  Prediction  PDF
• 2022-01-26 Tackling data scarcity in speech translation using zero-shot multilingual machine translation techniques    Tu Anh Dinh, Danni Liu, Jan Niehues arXiv_CL arXiv_CL  Zero-Shot  Speech  Pose  Few-Shot  Attention  PDF
• 2022-01-25 DOM-LM: Learning Generalizable Representations for HTML Documents    Xiang Deng, Prashant Shiralkar, Colin Lockard, Binxuan Huang, Huan Sun arXiv_CL arXiv_CL  Transformer  Zero-Shot  Represenation_Learning  Self-Supervised  Action  Few-Shot  PDF
• 2022-01-24 EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients    Yassir Bendou, Yuqing Hu, Raphael Lafargue, Giulia Lioi, Bastien Pasdeloup, Stéphane Pateux, Vincent Gripon arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2022-01-23 Spectral, Probabilistic, and Deep Metric Learning: Tutorial and Survey    Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley arXiv_CV arXiv_CV  Reconstruction  Review  Adversarial  Survey  Deep_Learning  Few-Shot  PDF
• 2022-01-22 Iterative Correlation-based Feature Refinement for Few-shot Counting    Zhiyuan You, Kai Yang, Wenhan Luo, Xin Lu, Lei Cui, Xinyi Le arXiv_CV arXiv_CV  Pose  Relation  Few-Shot  PDF
• 2022-01-22 Visual Representation Learning with Self-Supervised Attention for Low-Label High-data Regime    Prarthana Bhattacharyya, Chenge Li, Xiaonan Zhao, István Fehérvári, Jason Sun arXiv_CV arXiv_CV  Transformer  Embedding  Recognition  Zero-Shot  Represenation_Learning  Image_Retrieval  Self-Supervised  Classification  Few-Shot  Attention  Image_Classification  PDF
• 2022-01-21 Distance-Ratio-Based Formulation for Metric Learning    Hyeongji Kim, Pekka Parviainen, Ketil Malde arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  PDF
• 2022-01-18 Instance-aware Prompt Learning for Language Understanding and Generation    Feihu Jin, Jinliang Lu, Jiajun Zhang, Chengqing Zong arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2022-01-18 When Facial Expression Recognition Meets Few-Shot Learning: A Joint and Alternate Learning Framework    Xinyi Zou, Yan Yan, Jing-Hao Xue, Si Chen, Hanzi Wang arXiv_CV arXiv_CV  Recognition  Regularization  Pose  Emotion  Few-Shot  Inference  PDF
• 2022-01-17 Few-shot image segmentation for cross-institution male pelvic organs using registration-assisted prototypical learning    Yiwen Li, Yunguan Fu, Qianye Yang, Zhe Min, Wen Yan, Henkjan Huisman, Dean Barratt, Victor Adrian Prisacariu, Yipeng Hu arXiv_CV arXiv_CV  Segmentation  3D  Knowledge  Pose  Deep_Learning  Few-Shot  GAN  Medical  PDF
• 2022-01-17 Towards Realistic Visual Dubbing with Heterogeneous Sources    Tianyi Xie, Liucheng Liao, Cheng Bi, Benlai Tang, Xiang Yin, Jianfei Yang, Mingjie Wang, Jiali Yao, Yang Zhang, Zejun Ma arXiv_CV arXiv_CV  Facial_Landmark  Speech  Pose  Few-Shot  Prediction  PDF
• 2022-01-16 From Examples to Rules: Neural Guided Rule Synthesis for Information Extraction    Robert Vacareanu, Marco A. Valenzuela-Escarcega, George C. G. Barbosa, Rebecca Sharp, Mihai Surdeanu arXiv_CL arXiv_CL  Transformer  Action  Classification  Deep_Learning  Relation  Few-Shot  PDF
• 2022-01-16 UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models    Tianbao Xie, Chen Henry Wu, Peng Shi, Ruiqi Zhong, Torsten Scholak, Michihiro Yasunaga, Chien-Sheng Wu, Ming Zhong, Pengcheng Yin, Sida I. Wang, Victor Zhong, Bailin Wang, Chengzu Li, Connor Boyle, Ansong Ni, Ziyu Yao, Dragomir Radev, Caiming Xiong, Lingpeng Kong, Rui Zhang, Noah A. Smith, Luke Zettlemoyer, Tao Yu arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Few-Shot  Language_Model  PDF
• 2022-01-15 Multi-level Second-order Few-shot Learning    Hongguang Zhang, Hongdong Li, Piotr Koniusz arXiv_CV arXiv_CV  Unsupervised  Recognition  Self-Supervised  Pose  Action_Recognition  Action  Classification  Few-Shot  CNN  Image_Classification  Matching  PDF
• 2022-01-15 Prompt Learning for Few-Shot Dialogue State Tracking    Yuting Yang, Wenqiang Lei, Juan Cao, Jintao Li, Tat-Seng Chua arXiv_CL arXiv_CL  Tracking  Knowledge  Ontology  Few-Shot  Language_Model  PDF
• 2022-01-14 Eliciting Knowledge from Pretrained Language Models for Prototypical Prompt Verbalizer    Yinyi Wei, Tong Mo, Yongtao Jiang, Weiping Li, Wen Zhao arXiv_CL arXiv_CL  Embedding  Zero-Shot  Text_Classification  Knowledge  Pose  Contrastive_Learning  Classification  Few-Shot  Language_Model  PDF
• 2022-01-14 Learning from One and Only One Shot    Haizi Yu, Igor Mineyev, Lav R. Varshney, James A. Evans arXiv_AI arXiv_AI  Unsupervised  Recognition  Few-Shot  PDF
• 2022-01-14 CommonsenseQA 2.0: Exposing the Limits of AI through Gamification    Alon Talmor, Ori Yoran, Ronan Le Bras, Chandra Bhagavatula, Yoav Goldberg, Yejin Choi, Jonathan Berant arXiv_CL arXiv_CL  Adversarial  Pose  Few-Shot  Inference  Language_Model  QA  PDF
• 2022-01-13 Beyond Simple Meta-Learning: Multi-Purpose Models for Multi-Domain, Active and Continual Few-Shot Learning    Peyman Bateni, Jarred Barber, Raghav Goyal, Vaden Masrani, Jan-Willem van de Meent, Leonid Sigal, Frank Wood arXiv_CV arXiv_CV  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2022-01-13 MetaDance: Few-shot Dancing Video Retargeting via Temporal-aware Meta-learning    Yuying Ge, Yibing Song, Ruimao Zhang, Ping Luo arXiv_CV arXiv_CV  Pose  Relation  Few-Shot  PDF
• 2022-01-11 HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning    Andrey Zhmoginov, Mark Sandler, Max Vladymyrov arXiv_CV arXiv_CV  Transformer  Embedding  Pose  Few-Shot  CNN  PDF
• 2022-01-11 MobilePhys: Personalized Mobile Camera-Based Contactless Physiological Sensing    Xin Liu, Yuntao Wang, Sinan Xie, Xiaoyu Zhang, Zixian Ma, Daniel McDuff, Shwetak Patel arXiv_CV arXiv_CV  Self-Supervised  Pose  Few-Shot  PDF
• 2022-01-10 Language-driven Semantic Segmentation    Boyi Li, Kilian Q. Weinberger, Serge Belongie, Vladlen Koltun, René Ranftl arXiv_CV arXiv_CV  Transformer  Segmentation  Embedding  Semantic_Segmentation  Zero-Shot  Few-Shot  PDF
• 2022-01-10 DeepKE: A Deep Learning Based Knowledge Extraction Toolkit for Knowledge Base Population    Ningyu Zhang, Xin Xu, Liankuan Tao, Haiyang Yu, Hongbin Ye, Xin Xie, Xiang Chen, Zhoubo Li, Lei Li, Xiaozhuan Liang, Yunzhi Yao, Shumin Deng, Zhenru Zhang, Chuanqi Tan, Fei Huang, Guozhou Zheng, Huajun Chen arXiv_CL arXiv_CL  Recognition  Knowledge  Action  Deep_Learning  Relation  Few-Shot  Relation_Extraction  GAN  PDF
• 2022-01-10 Reproducing BowNet: Learning Representations by Predicting Bags of Visual Words    Harry Nguyen, Stone Yun, Hisham Mohammad arXiv_CV arXiv_CV  Self-Supervised  Pose  Few-Shot  CNN  PDF
• 2022-01-09 Semantics-driven Attentive Few-shot Learning over Clean and Noisy Samples    Orhun Buğra Baran, Ramazan Gökberk Cinbiş arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  Attention  PDF
• 2022-01-09 Zero-Shot and Few-Shot Classification of Biomedical Articles in Context of the COVID-19 Pandemic    Simon Lupart, Benoit Favre, Vassilina Nikoulina, Salah Ait-Mokhtar arXiv_CL arXiv_CL  Bert  Zero-Shot  Classification  Relation  Few-Shot  Medical  PDF
• 2022-01-09 Resolving Camera Position for a Practical Application of Gaze Estimation on Edge Devices    Linh Van Ma, Tin Trung Tran, Moongu Jeon arXiv_AI arXiv_AI  Gaze_Estimation  Few-Shot  Inference  PDF
• 2022-01-07 Budget-aware Few-shot Learning via Graph Convolutional Network    Shipeng Yan, Songyang Zhang, Xuming He arXiv_CV arXiv_CV  Classification  Few-Shot  CNN  PDF
• 2022-01-06 A Unified Framework for Attention-Based Few-Shot Object Detection    Pierre Le Jeune, Anissa Mokraoui arXiv_CV arXiv_CV  Review  Pose  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2022-01-05 Few-shot Domain Adaptation for IMU Denoising    Feiyu Yao, Zongkai Wu, Zhenyu Wei, Donglin Wang arXiv_RO arXiv_RO  Pose  Few-Shot  Denoising  PDF
• 2022-01-03 Zero-Shot Cost Models for Out-of-the-box Learned Cost Prediction    Benjamin Hilprecht, Carsten Binnig arXiv_AI arXiv_AI  Zero-Shot  Few-Shot  Prediction  PDF
• 2021-12-31 InfoNeRF: Ray Entropy Minimization for Few-Shot Neural Volume Rendering    Mijeong Kim, Seonguk Seo, Bohyung Han arXiv_CV arXiv_CV  Reconstruction  Regularization  Pose  Few-Shot  PDF
• 2021-12-30 THE Benchmark: Transferable Representation Learning for Monocular Height Estimation    Zhitong Xiong, Wei Huang, Jingtao Hu, Yilei Shi, Qi Wang, Xiao Xiang Zhu arXiv_CV arXiv_CV  Transformer  Transfer_Learning  3D  Zero-Shot  Represenation_Learning  Pose  Few-Shot  PDF
• 2021-12-30 Few-shot Backdoor Defense Using Shapley Estimation    Jiyang Guan, Zhuozhuo Tu, Ran He, Dacheng Tao arXiv_CV arXiv_CV  Recognition  Pose  Face  Action  Few-Shot  Face_Recognition  Medical  Autonomous  Inference  PDF
• 2021-12-29 Learning Inception Attention for Image Synthesis and Image Recognition    Jianghao Shen, Tianfu Wu arXiv_CV arXiv_CV  Recognition  Adversarial  Pose  Classification  Few-Shot  Attention  GAN  Image_Classification  Inference  PDF
• 2021-12-28 Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking    Jin Gao, Yan Lu, Xiaojuan Qi, Yutong Kou, Bing Li, Liang Li, Shan Yu, Weiming Hu arXiv_CV arXiv_CV  Tracking  Optimization  Knowledge  Pose  Few-Shot  CNN  PDF
• 2021-12-28 Associative Adversarial Learning Based on Selective Attack    Runqi Wang, Xiaoyue Duan, Baochang Zhang, Song Xue, Wentao Zhu, David Doermann, Guodong Guo arXiv_CV arXiv_CV  Tracking  Recognition  Optimization  Adversarial  Action  Detection  Relation  Few-Shot  Object_Detection  Attention  PDF
• 2021-12-27 SurFit: Learning to Fit Surfaces Improves Few Shot Learning on Point Clouds    Gopal Sharma, Bidya Dash, Matheus Gadelha, Aruni RoyChowdhury, Marios Loizou, Evangelos Kalogerakis, Liangliang Cao, Erik Learned-Miller, Rui Wang andSubhransu Maji arXiv_CV arXiv_CV  Segmentation  Point_Cloud  3D  Self-Supervised  Face  Few-Shot  PDF
• 2021-12-27 Few-Shot Classification in Unseen Domains by Episodic Meta-Learning Across Visual Domains    Yuan-Chia Cheng, Ci-Siang Lin, Fu-En Yang, Yu-Chiang Frank Wang arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2021-12-24 Does MAML Only Work via Feature Re-use? A Data Centric Perspective    Brando Miranda, Yu-Xiong Wang, Sanmi Koyejo arXiv_AI arXiv_AI  Embedding  Tracking  Pose  Few-Shot  PDF
• 2021-12-24 The Curse of Zero Task Diversity: On the Failure of Transfer Learning to Outperform MAML and their Empirical Equivalence    Brando Miranda, Yu-Xiong Wang, Sanmi Koyejo arXiv_AI arXiv_AI  Transfer_Learning  Few-Shot  PDF
• 2021-12-23 3D Skeleton-based Few-shot Action Recognition with JEANIE is not so Na'ive    Lei Wang, Jun Liu, Piotr Koniusz arXiv_CV arXiv_CV  Transformer  Recognition  3D  Pose  Action_Recognition  Action  Few-Shot  Activity  PDF
• 2021-12-23 Pose Adaptive Dual Mixup for Few-Shot Single-View 3D Reconstruction    Ta-Ying Cheng, Hsuan-Ru Yang, Niki Trigoni, Hwann-Tzong Chen, Tyng-Luh Liu arXiv_CV arXiv_CV  Reconstruction  3D  Regularization  Pose  Action  Classification  Few-Shot  Prediction  PDF
• 2021-12-23 Dual Path Structural Contrastive Embeddings for Learning Novel Objects    Bingbin Li, Elvis Han Cui, Yanan Li, Donghui Wang, Weng Wong arXiv_CV arXiv_CV  Embedding  Pose  Few-Shot  Attention  Inference  PDF
• 2021-12-23 Investigating Effect of Dialogue History in Multilingual Task Oriented Dialogue Systems    Michael Sun, Kaili Huang, Mehrad Moradshahi arXiv_CL arXiv_CL  Tracking  Action  Few-Shot  Language_Model  PDF
• 2021-12-22 DA-FDFtNet: Dual Attention Fake Detection Fine-tuning Network to Detect Various AI-Generated Fake Images    Young Oh Bang, Simon S. Woo arXiv_CV arXiv_CV  Transformer  Adversarial  Pose  Face  Detection  Few-Shot  Attention  GAN  PDF
• 2021-12-22 Meta-Learning and Self-Supervised Pretraining for Real World Image Translation    Ileana Rugina, Rumen Dangovski, Mark Veillette, Pooya Khorrami, Brian Cheung, Olga Simek, Marin Soljačić arXiv_CV arXiv_CV  Reinforcement_Learning  Self-Supervised  Deep_Learning  Few-Shot  PDF
• 2021-12-22 Few-shot Font Generation with Weakly Supervised Localized Representations    Song Park, Sanghyuk Chun, Junbum Cha, Bado Lee, Hyunjung Shim arXiv_CV arXiv_CV  Weakly_Supervised  Pose  Few-Shot  PDF
• 2021-12-22 Few-Shot Object Detection: A Survey    Mona Köhler, Markus Eisenbach, Horst-Michael Gross arXiv_CV arXiv_CV  Survey  Detection  Few-Shot  Object_Detection  PDF
• 2021-12-22 Cost Aggregation Is All You Need for Few-Shot Segmentation    Sunghwan Hong, Seokju Cho, Jisu Nam, Seungryong Kim arXiv_CV arXiv_CV  Transformer  Segmentation  Embedding  Pose  Relation  Few-Shot  CNN  Matching  PDF
• 2021-12-22 JoJoGAN: One Shot Face Stylization    Min Jin Chong, David Forsyth arXiv_CV arXiv_CV  Face  Few-Shot  GAN  PDF
• 2021-12-21 Generalized Few-Shot Semantic Segmentation: All You Need is Fine-Tuning    Josh Myers-Dean, Yinan Zhao, Brian Price, Scott Cohen, Danna Gurari arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Regularization  Pose  Few-Shot  PDF
• 2021-12-20 One Sketch for All: One-Shot Personalized Sketch Segmentation    Anran Qi, Yulia Gryaditskaya, Tao Xiang, Yi-Zhe Song arXiv_CV arXiv_CV  Segmentation  3D  Sketch  Pose  Action  Few-Shot  CNN  PDF
• 2021-12-20 Efficient Large Scale Language Modeling with Mixtures of Experts    Mikel Artetxe, Shruti Bhosale, Naman Goyal, Todor Mihaylov, Myle Ott, Sam Shleifer, Xi Victoria Lin, Jingfei Du, Srinivasan Iyer, Ramakanth Pasunuru, Giri Anantharaman, Xian Li, Shuohui Chen, Halil Akin, Mandeep Baines, Louis Martin, Xing Zhou, Punit Singh Koura, Brian O'Horo, Jeff Wang, Luke Zettlemoyer, Mona Diab, Zornitsa Kozareva, Ves Stoyanov arXiv_AI arXiv_AI  Few-Shot  Language_Model  PDF
• 2021-12-20 Few-shot Learning with Multilingual Language Models    Xi Victoria Lin, Todor Mihaylov, Mikel Artetxe, Tianlu Wang, Shuohui Chen, Daniel Simig, Myle Ott, Naman Goyal, Shruti Bhosale, Jingfei Du, Ramakanth Pasunuru, Sam Shleifer, Punit Singh Koura, Vishrav Chaudhary, Brian O'Horo, Jeff Wang, Luke Zettlemoyer, Zornitsa Kozareva, Mona Diab, Veselin Stoyanov, Xian Li arXiv_AI arXiv_AI  Zero-Shot  Speech  Face  Detection  Few-Shot  Inference  Language_Model  PDF
• 2021-12-18 Low-resource Learning with Knowledge Graphs: A Comprehensive Survey    Jiaoyan Chen, Yuxia Geng, Zhuo Chen, Jeff Z. Pan, Yuan He, Wen Zhang, Ian Horrocks, Huajun Chen arXiv_AI arXiv_AI  Zero-Shot  Optimization  Knowledge  Review  Knowledge_Graph  Survey  Few-Shot  Prediction  PDF
• 2021-12-17 Query Adaptive Few-Shot Object Detection with Heterogeneous Graph Convolutional Networks    Guangxing Han, Yicheng He, Shiyuan Huang, Jiawei Ma, Shih-Fu Chang arXiv_AI arXiv_AI  Pose  Detection  Relation  Few-Shot  Object_Detection  CNN  QA  Matching  PDF
• 2021-12-17 PeopleSansPeople: A Synthetic Data Generator for Human-Centric Computer Vision    Salehe Erfanian Ebadi, You-Cyuan Jhang, Alex Zook, Saurav Dhakad, Adam Crespi, Pete Parisi, Steven Borkman, Jonathan Hogins, Sujoy Ganguly arXiv_AI arXiv_AI  Segmentation  Transfer_Learning  Semantic_Segmentation  3D  Pose_Estimation  Pose  Detection  Few-Shot  PDF
• 2021-12-16 Semantic-Based Few-Shot Learning by Interactive Psychometric Testing    Lu Yin, Vlado Menkovski, Yulong Pei, Mykola Pechenizkiy arXiv_AI arXiv_AI  Pose  Classification  Relation  Few-Shot  Matching  PDF
• 2021-12-16 Simple Questions Generate Named Entity Recognition Datasets    Hyunjae Kim, Jaehyo Yoo, Seunghyun Yoon, Jinhyuk Lee, Jaewoo Kang arXiv_CL arXiv_CL  Recognition  Weakly_Supervised  Knowledge  Few-Shot  PDF
• 2021-12-16 ALP: Data Augmentation using Lexicalized PCFGs for Few-Shot Text Classification    Hazel Kim, Daecheol Woo, Seong Joon Oh, Jeong-Won Cha, Yo-Sub Han arXiv_AI arXiv_AI  Text_Classification  Classification  Few-Shot  PDF
• 2021-12-16 NeuroLogic A*esque Decoding: Constrained Text Generation with Lookahead Heuristics    Ximing Lu, Sean Welleck, Peter West, Liwei Jiang, Jungo Kasai, Daniel Khashabi, Ronan Le Bras, Lianhui Qin, Youngjae Yu, Rowan Zellers, Noah A. Smith, Yejin Choi arXiv_CL arXiv_CL  Zero-Shot  Pose  Action  Few-Shot  Text_Generation  Language_Model  PDF
• 2021-12-16 Few-Shot Semantic Parsing with Language Models Trained On Code    Richard Shin, Benjamin Van Durme arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2021-12-16 Reframing Human-AI Collaboration for Generating Free-Text Explanations    Sarah Wiegreffe, Jack Hessel, Swabha Swayamdipta, Mark Riedl, Yejin Choi arXiv_CL arXiv_CL  Classification  Few-Shot  Language_Model  PDF
• 2021-12-16 Reconsidering the Past: Optimizing Hidden States in Language Models    Davis Yoshida, Kevin Gimpel arXiv_CL arXiv_CL  Transformer  Optimization  Few-Shot  Inference  Language_Model  PDF
• 2021-12-16 Extreme Zero-Shot Learning for Extreme Text Classification    Yuanhao Xiong, Wei-Cheng Chang, Cho-Jui Hsieh, Hsiang-Fu Yu, Inderjit Dhillon arXiv_CL arXiv_CL  Transformer  Embedding  Zero-Shot  Text_Classification  Regularization  Self-Supervised  Pose  Face  Classification  Few-Shot  PDF
• 2021-12-16 Analyzing the Limits of Self-Supervision in Handling Bias in Language    Lisa Bauer, Karthik Gopalakrishnan, Spandana Gella, Yang Liu, Mohit Bansal, Dilek Hakkani-Tur arXiv_AI arXiv_AI  Self-Supervised  Pose  Action  Few-Shot  Language_Model  PDF
• 2021-12-15 Knowledge-Grounded Dialogue Generation with a Unified Knowledge Representation    Yu Li, Baolin Peng, Yelong Shen, Yi Mao, Lars Liden, Zhou Yu, Jianfeng Gao arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Few-Shot  Language_Model  PDF
• 2021-12-15 Knowledge-Rich Self-Supervised Entity Linking    Sheng Zhang, Hao Cheng, Shikhar Vashishth, Cliff Wong, Jinfeng Xiao, Xiaodong Liu, Tristan Naumann, Jianfeng Gao, Hoifung Poon arXiv_CL arXiv_CL  Bert  Zero-Shot  Knowledge  Self-Supervised  Ontology  Contrastive_Learning  Face  Classification  Few-Shot  Medical  Inference  PDF
• 2021-12-15 Few-shot Instruction Prompts for Pretrained Language Models to Detect Social Biases    Shrimai Prabhumoye, Rafal Kocielnik, Mohammad Shoeybi, Anima Anandkumar, Bryan Catanzaro arXiv_AI arXiv_AI  Embedding  Pose  Detection  Few-Shot  Object_Detection  Language_Model  PDF
• 2021-12-14 LMTurk: Few-Shot Learners as Crowdsourcing Workers    Mengjie Zhao, Fei Mi, Yasheng Wang, Minglei Li, Xin Jiang, Qun Liu, Hinrich Schütze arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2021-12-14 Exploring the Limits of Natural Language Inference Based Setup for Few-Shot Intent Detection    Vijit Malik, Ayush Kumar, Jithendra Veppa arXiv_CL arXiv_CL  Zero-Shot  Optimization  Pose  Detection  Few-Shot  Inference  PDF
• 2021-12-14 Exploring Category-correlated Feature for Few-shot Image Classification    Jing Xu, Xinglin Pan, Xu Luo, Wenjie Pei, Zenglin Xu arXiv_CV arXiv_CV  Reconstruction  Knowledge  Pose  Classification  Relation  Few-Shot  Image_Classification  Matching  PDF
• 2021-12-14 Few-shot Multi-hop Question Answering over Knowledge Base    Fan Meihao arXiv_AI arXiv_AI  Knowledge  Pose  Relation  Few-Shot  Language_Model  QA  PDF
• 2021-12-13 Long-tail Recognition via Compositional Knowledge Transfer    Sarah Parisot, Pedro M. Esperanca, Steven McDonagh, Tamas J. Madarasz, Yongxin Yang, Zhenguo Li arXiv_CV arXiv_CV  Recognition  Knowledge  Pose  Few-Shot  Attention  PDF
• 2021-12-13 Hybrid Graph Neural Networks for Few-Shot Learning    Tianyuan Yu, Sen He, Yi-Zhe Song, Tao Xiang arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  PDF
• 2021-12-13 Shaping Visual Representations with Attributes for Few-Shot Learning    Haoxing Chen, Huaxiong Li, Yaohui Li, Chunlin Chen arXiv_CV arXiv_CV  Recognition  Pose  Few-Shot  Attention  PDF
• 2021-12-12 Anomaly Crossing: A New Method for Video Anomaly Detection as Cross-domain Few-shot Learning    Guangyu Sun, Zhang Liu, Lianggong Wen, Jing Shi, Chenliang Xu arXiv_CV arXiv_CV  Unsupervised  Knowledge  Self-Supervised  Pose  Detection  Few-Shot  PDF
• 2021-12-12 Few-Shot Out-of-Domain Transfer Learning of Natural Language Explanations    Yordan Yordanov, Vid Kocijan, Thomas Lukasiewicz, Oana-Maria Camburu arXiv_CL arXiv_CL  Transfer_Learning  Few-Shot  Inference  PDF
• 2021-12-12 Few-shot Keypoint Detection with Uncertainty Learning for Unseen Species    Changsheng Lu, Piotr Koniusz arXiv_CV arXiv_CV  Recognition  Represenation_Learning  Pose  Classification  Detection  Relation  Few-Shot  Object_Detection  PDF
• 2021-12-12 Learning from the Tangram to Solve Mini Visual Tasks    Yizhou Zhao, Liang Qiu, Pan Lu, Feng Shi, Tian Han, Song-Chun Zhu arXiv_CV arXiv_CV  Handwriting  Pose  Contour  Few-Shot  PDF
• 2021-12-11 Object Counting: You Only Need to Look at One    Hui Lin, Xiaopeng Hong, Yabin Wang arXiv_CV arXiv_CV  Pose  Relation  Few-Shot  Attention  PDF
• 2021-12-10 Label, Verify, Correct: A Simple Few Shot Object Detection Method    Prannay Kaul, Weidi Xie, Andrew Zisserman arXiv_CV