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