Few-Shot

Few-Shot

• 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 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 arXiv_CV  Detection  Few-Shot  Object_Detection  Prediction  PDF
• 2021-12-10 Unified Multimodal Pre-training and Prompt-based Tuning for Vision-Language Understanding and Generation    Tianyi Liu, Zuxuan Wu, Wenhan Xiong, Jingjing Chen, Yu-Gang Jiang arXiv_CV arXiv_CV  Bert  Pose  VQA  Few-Shot  Text_Generation  Language_Model  Matching  PDF
• 2021-12-09 Spatio-temporal Relation Modeling for Few-shot Action Recognition    Anirudh Thatipelli, Sanath Narayan, Salman Khan, Rao Muhammad Anwer, Fahad Shahbaz Khan, Bernard Ghanem arXiv_CV arXiv_CV  Recognition  Pose  Action_Recognition  Action  Classification  Relation  Few-Shot  Matching  PDF
• 2021-12-09 Few-Shot NLU with Vector Projection Distance and Abstract Triangular CRF    Su Zhu, Lu Chen, Ruisheng Cao, Zhi Chen, Qingliang Miao, Kai Yu arXiv_CL arXiv_CL  Embedding  Pose  Classification  Few-Shot  PDF
• 2021-12-09 Few-Shot Keypoint Detection as Task Adaptation via Latent Embeddings    Mel Vecerik, Jackie Kay, Raia Hadsell, Lourdes Agapito, Jon Scholz arXiv_CV arXiv_CV  Embedding  Tracking  Zero-Shot  Sparse  Object_Tracking  Detection  Few-Shot  PDF
• 2021-12-08 STAF: A Spatio-Temporal Attention Fusion Network for Few-shot Video Classification    Rex Liu, Huanle Zhang, Hamed Pirsiavash, Xin Liu arXiv_CV arXiv_CV  Embedding  3D  Pose  Classification  Few-Shot  Attention  CNN  Video_Classification  PDF
• 2021-12-08 Prompting Visual-Language Models for Efficient Video Understanding    Chen Ju, Tengda Han, Kunhao Zheng, Ya Zhang, Weidi Xie arXiv_CV arXiv_CV  Transformer  Recognition  Video_Caption  Zero-Shot  Pose  Action_Recognition  Action  Few-Shot  Language_Model  Video_Retrieval  PDF
• 2021-12-07 Few-Shot Image Classification Along Sparse Graphs    Joseph F Comer, Philip L Jacobson, Heiko Hoffmann arXiv_CV arXiv_CV  Reconstruction  Sparse  Pose  Classification  Relation  Few-Shot  Image_Classification  PDF
• 2021-12-07 Causal Imitative Model for Autonomous Driving    Mohammad Reza Samsami, Mohammadhossein Bahari, Saber Salehkaleybar, Alexandre Alahi arXiv_CV arXiv_CV  Pose  Few-Shot  Autonomous  PDF
• 2021-12-07 Grounded Language-Image Pre-training    Liunian Harold Li, Pengchuan Zhang, Haotian Zhang, Jianwei Yang, Chunyuan Li, Yiwu Zhong, Lijuan Wang, Lu Yuan, Lei Zhang, Jenq-Neng Hwang, Kai-Wei Chang, Jianfeng Gao arXiv_AI arXiv_AI  Recognition  Zero-Shot  Detection  Few-Shot  Object_Detection  PDF
• 2021-12-07 Which images to label for few-shot medical landmark detection?    Quan Quan, Qingsong Yao, Jun Li, S. Kevin Zhou arXiv_CV arXiv_CV  Self-Supervised  Pose  Deep_Learning  Detection  Few-Shot  Medical  PDF
• 2021-12-07 Learning Instance and Task-Aware Dynamic Kernels for Few Shot Learning    Rongkai Ma, Pengfei Fang, Gil Avraham, Yan Zuo, Tom Drummond, Mehrtash Harandi arXiv_CV arXiv_CV  Pose  Classification  Detection  Few-Shot  PDF
• 2021-12-06 Label Hallucination for Few-Shot Classification    Yiren Jian, Lorenzo Torresani arXiv_CV arXiv_CV  Recognition  Knowledge  Pose  Classification  Few-Shot  PDF
• 2021-12-06 DemoGrasp: Few-Shot Learning for Robotic Grasping with Human Demonstration    Pengyuan Wang, Fabian Manhardt, Luca Minciullo, Lorenzo Garattoni, Sven Meie, Nassir Navab, Benjamin Busam arXiv_CV arXiv_CV  Reconstruction  Knowledge  Pose  Action  Few-Shot  PDF
• 2021-12-06 A Survey of Deep Learning for Low-Shot Object Detection    Qihan Huang, Haofei Zhang, Jie Song, Mingli Song arXiv_CV arXiv_CV  Zero-Shot  Review  Survey  Deep_Learning  Detection  Few-Shot  Object_Detection  PDF
• 2021-12-06 Search and Learn: Improving Semantic Coverage for Data-to-Text Generation    Shailza Jolly, Zi Xuan Zhang, Andreas Dengel, Lili Mou arXiv_CL arXiv_CL  Pose  Few-Shot  Text_Generation  Inference  Language_Model  PDF
• 2021-12-06 MetaCloth: Learning Unseen Tasks of Dense Fashion Landmark Detection from a Few Samples    Yuying Ge, Ruimao Zhang, Ping Luo arXiv_CV arXiv_CV  Pose  Action  Detection  Few-Shot  CNN  PDF
• 2021-12-04 Implicit Data Augmentation Using Feature Interpolation for Diversified Low-Shot Image Generation    Mengyu Dai, Haibin Hang, Xiaoyang Guo arXiv_CV arXiv_CV  Embedding  Adversarial  Pose  Few-Shot  GAN  PDF
• 2021-12-04 PointCLIP: Point Cloud Understanding by CLIP    Renrui Zhang, Ziyu Guo, Wei Zhang, Kunchang Li, Xupeng Miao, Bin Cui, Yu Qiao, Peng Gao, Hongsheng Li arXiv_AI arXiv_AI  Recognition  Point_Cloud  3D  Zero-Shot  Knowledge  Few-Shot  Prediction  PDF
• 2021-12-04 VT-CLIP: Enhancing Vision-Language Models with Visual-guided Texts    Renrui Zhang, Longtian Qiu, Wei Zhang, Ziyao Zeng arXiv_CV arXiv_CV  Recognition  Zero-Shot  Represenation_Learning  Knowledge  Pose  Classification  Few-Shot  Attention  Language_Model  Matching  PDF
• 2021-12-04 Unsupervised Domain Generalization by Learning a Bridge Across Domains    Sivan Harary, Eli Schwartz, Assaf Arbelle, Peter Staar, Shady Abu-Hussein, Elad Amrani, Roei Herzig, Amit Alfassy, Raja Giryes, Hilde Kuehne, Dina Katabi, Kate Saenko, Rogerio Feris, Leonid Karlinsky arXiv_CV arXiv_CV  Unsupervised  Sketch  Self-Supervised  Few-Shot  PDF
• 2021-12-04 Stage Conscious Attention Network : A Demonstration-Conditioned Policy for Few-Shot Imitation    Jia-Fong Yeh, Chi-Ming Chung, Hung-Ting Su, Yi-Ting Chen, Winston H. Hsu arXiv_AI arXiv_AI  Knowledge  Relation  Few-Shot  Attention  PDF
• 2021-12-03 CoNeRF: Controllable Neural Radiance Fields    Kacper Kania, Kwang Moo Yi, Marek Kowalski, Tomasz Trzciński, Andrea Taliasacchi arXiv_CV arXiv_CV  3D  Knowledge  Face  Few-Shot  PDF
• 2021-12-03 Linear algebra with transformers    François Charton arXiv_CL arXiv_CL  Transformer  Few-Shot  PDF
• 2021-12-03 A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples    Sen Jia, Shuguo Jiang, Zhijie Lin, Nanying Li, Meng Xu, Shiqi Yu arXiv_AI arXiv_AI  Transfer_Learning  Review  Survey  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2021-12-03 AirDet: Few-Shot Detection without Fine-tuning for Autonomous Exploration    Bowen Li, Chen Wang, Pranay Reddy, Seungchan Kim, Sebastian Scherer arXiv_CV arXiv_CV  Embedding  Pose  Detection  Relation  Few-Shot  Object_Detection  Autonomous  PDF
• 2021-12-03 Adaptive Poincar'e Point to Set Distance for Few-Shot Classification    Rongkai Ma, Pengfei Fang, Tom Drummond, Mehrtash Harandi arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  PDF
• 2021-12-02 LongChecker: Improving scientific claim verification by modeling full-abstract context    David Wadden, Kyle Lo, Lucy Lu Wang, Arman Cohan, Iz Beltagy, Hannaneh Hajishirzi arXiv_AI arXiv_AI  Relation  Few-Shot  PDF
• 2021-12-02 Uni-Perceiver: Pre-training Unified Architecture for Generic Perception for Zero-shot and Few-shot Tasks    Xizhou Zhu, Jinguo Zhu, Hao Li, Xiaoshi Wu, Xiaogang Wang, Hongsheng Li, Xiaohua Wang, Jifeng Dai arXiv_CV arXiv_CV  Transformer  Zero-Shot  Few-Shot  PDF
• 2021-12-02 LOGEN: Few-shot Logical Knowledge-Conditioned Text Generation with Self-training    Ningyu Zhang, Hongbin Ye, Jiacheng Yang, Shumin Deng, Chuanqi Tan, Mosha Chen, Songfang Huang, Fei Huang, Huajun Chen arXiv_AI arXiv_AI  Knowledge  Pose  Face  Few-Shot  Text_Generation  PDF
• 2021-12-02 Unsupervised Law Article Mining based on Deep Pre-Trained Language Representation Models with Application to the Italian Civil Code    Andrea Tagarelli, Andrea Simeri arXiv_AI arXiv_AI  Transformer  Unsupervised  Bert  Knowledge  Classification  Deep_Learning  Few-Shot  Attention  Prediction  PDF
• 2021-12-02 Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention    Kun Yan, Chenbin Zhang, Jun Hou, Ping Wang, Zied Bouraoui, Shoaib Jameel, Steven Schockaert arXiv_CV arXiv_CV  Embedding  Knowledge  Pose  Classification  Few-Shot  Attention  Image_Classification  PDF
• 2021-12-02 PartImageNet: A Large, High-Quality Dataset of Parts    Ju He, Shuo Yang, Shaokang Yang, Adam Kortylewski, Xiaoding Yuan, Jie-Neng Chen, Shuai Liu, Cheng Yang, Alan Yuille arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Recognition  Knowledge  Pose  Few-Shot  PDF
• 2021-12-01 GANORCON: Are Generative Models Useful for Few-shot Segmentation?    Oindrila Saha, Zezhou Cheng, Subhransu Maji arXiv_CV arXiv_CV  Segmentation  Self-Supervised  Pose  Contrastive_Learning  Few-Shot  GAN  PDF
• 2021-12-01 MDFM: Multi-Decision Fusing Model for Few-Shot Learning    Shuai Shao, Lei Xing, Rui Xu, Weifeng Liu, Yan-Jiang Wang, Bao-Di Liu arXiv_CV arXiv_CV  Embedding  Pose  Action  Few-Shot  Attention  PDF
• 2021-12-01 Ranking Distance Calibration for Cross-Domain Few-Shot Learning    Pan Li, Shaogang Gong, Yanwei Fu, Chengjie Wang arXiv_CV arXiv_CV  Image_Retrieval  Knowledge  Pose  Few-Shot  PDF
• 2021-12-01 AdaAfford: Learning to Adapt Manipulation Affordance for 3D Articulated Objects via Few-shot Interactions    Yian Wang, Ruihai Wu, Kaichun Mo, Jiaqi Ke, Qingnan Fan, Leonidas Guibas, Hao Dong arXiv_CV arXiv_CV  3D  Pose  Action  Few-Shot  PDF
• 2021-11-30 Diffusion Autoencoders: Toward a Meaningful and Decodable Representation    Konpat Preechakul, Nattanat Chatthee, Suttisak Wizadwongsa, Supasorn Suwajanakorn arXiv_CV arXiv_CV  Reconstruction  Represenation_Learning  Few-Shot  Denoising  GAN  PDF
• 2021-11-29 Point-BERT: Pre-training 3D Point Cloud Transformers with Masked Point Modeling    Xumin Yu, Lulu Tang, Yongming Rao, Tiejun Huang, Jie Zhou, Jiwen Lu arXiv_AI arXiv_AI  Transformer  Point_Cloud  3D  Bert  Pose  Classification  Few-Shot  PDF
• 2021-11-29 GALAXY: A Generative Pre-trained Model for Task-Oriented Dialog with Semi-Supervised Learning and Explicit Policy Injection    Wanwei He, Yinpei Dai, Yinhe Zheng, Yuchuan Wu, Zheng Cao, Dermot Liu, Peng Jiang, Min Yang, Fei Huang, Luo Si, Jian Sun, Yongbin Li arXiv_CL arXiv_CL  Optimization  Regularization  Pose  Few-Shot  Prediction  PDF
• 2021-11-26 ManiFest: Manifold Deformation for Few-shot Image Translation    Fabio Pizzati, Jean-François Lalonde, Raoul de Charette arXiv_AI arXiv_AI  Adversarial  Pose  Few-Shot  PDF
• 2021-11-26 True Few-Shot Learning with Prompts -- A Real-World Perspective    Timo Schick, Hinrich Schütze arXiv_CL arXiv_CL  Few-Shot  PDF
• 2021-11-26 Generative Adversarial Networks and Adversarial Autoencoders: Tutorial and Survey    Benyamin Ghojogh, Ali Ghodsi, Fakhri Karray, Mark Crowley arXiv_CV arXiv_CV  Adversarial  Face  Survey  Few-Shot  GAN  Matching  PDF
• 2021-11-25 Few-Shot Real Image Restoration via Distortion-Relation Guided Transfer Learning    Xin Li, Xin Jin, Jun Fu, Xiaoyuan Yu, Bei Tong, Zhibo Chen arXiv_CV arXiv_CV  Unsupervised  Transfer_Learning  Restoration  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  PDF
• 2021-11-24 Coarse-To-Fine Incremental Few-Shot Learning    Xiang Xiang, Yuwen Tan, Qian Wan, Jing Ma arXiv_CV arXiv_CV  Embedding  Recognition  Pose  Few-Shot  PDF
• 2021-11-24 Deep metric learning improves lab of origin prediction of genetically engineered plasmids    Igor M. Soares, Fernando H. F. Camargo, Adriano Marques, Oliver M. Crook arXiv_AI arXiv_AI  Embedding  Pose  Few-Shot  Prediction  PDF
• 2021-11-24 Few-shot Named Entity Recognition with Cloze Questions    Valerio La Gatta, Vincenzo Moscato, Marco Postiglione, Giancarlo Sperlì arXiv_AI arXiv_AI  Recognition  Knowledge  Pose  Few-Shot  Medical  Language_Model  PDF
• 2021-11-24 Adaptive Fourier Neural Operators: Efficient Token Mixers for Transformers    John Guibas, Morteza Mardani, Zongyi Li, Andrew Tao, Anima Anandkumar, Bryan Catanzaro arXiv_CV arXiv_CV  Transformer  Segmentation  Represenation_Learning  Pose  Few-Shot  Attention  PDF
• 2021-11-24 APANet: Adaptive Prototypes Alignment Network for Few-Shot Semantic Segmentation    Jiacheng Chen, Bin-Bin Gao, Zongqing Lu, Jing-Hao Xue, Chengjie Wang, Qingmin Liao arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Classification  Few-Shot  Inference  Matching  PDF
• 2021-11-23 Few-Shot Object Detection via Association and DIscrimination    Yuhang Cao, Jiaqi Wang, Ying Jin, Tong Wu, Kai Chen, Ziwei Liu, Dahua Lin arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Deep_Learning  Detection  Few-Shot  Object_Detection  PDF
• 2021-11-22 Florence: A New Foundation Model for Computer Vision    Lu Yuan, Dongdong Chen, Yi-Ling Chen, Noel Codella, Xiyang Dai, Jianfeng Gao, Houdong Hu, Xuedong Huang, Boxin Li, Chunyuan Li, Ce Liu, Mengchen Liu, Zicheng Liu, Yumao Lu, Yu Shi, Lijuan Wang, Jianfeng Wang, Bin Xiao, Zhen Xiao, Jianwei Yang, Michael Zeng, Luowei Zhou, Pengchuan Zhang arXiv_AI arXiv_AI  Image_Caption  Transfer_Learning  Recognition  Zero-Shot  Pose  Action_Recognition  Action  Classification  Detection  VQA  Few-Shot  Object_Detection  Caption  QA  Video_Retrieval  PDF
• 2021-11-22 ShufaNet: Classification method for calligraphers who have reached the professional level    Ge Yunfei, Diao Changyu, Li Min, Yu Ruohan, Qiu Linshan, Xu Duanqing arXiv_CV arXiv_CV  Handwriting  Knowledge  Pose  Classification  Deep_Learning  Few-Shot  Attention  PDF
• 2021-11-22 Reinforcement Learning for Few-Shot Text Generation Adaptation    Cheng Pengsen, Dai Jinqiao, Liu Jiayong arXiv_CL arXiv_CL  Reinforcement_Learning  Few-Shot  Attention  Text_Generation  PDF
• 2021-11-22 Adaptive Transfer Learning: a simple but effective transfer learning    Jung H Lee, Henry J Kvinge, Scott Howland, Zachary New, John Buckheit, Lauren A. Phillips, Elliott Skomski, Jessica Hibler, Courtney D. Corley, Nathan O. Hodas arXiv_CV arXiv_CV  Transfer_Learning  Knowledge  Pose  Deep_Learning  Few-Shot  PDF
• 2021-11-17 Cross-lingual Low Resource Speaker Adaptation Using Phonological Features    Georgia Maniati, Nikolaos Ellinas, Konstantinos Markopoulos, Georgios Vamvoukakis, June Sig Sung, Hyoungmin Park, Aimilios Chalamandaris, Pirros Tsiakoulis arXiv_CL arXiv_CL  Zero-Shot  Speech  Pose  Few-Shot  PDF
• 2021-11-17 Guiding Generative Language Models for Data Augmentation in Few-Shot Text Classification    Aleksandra Edwards, Asahi Ushio, Jose Camacho-Collados, Hélène de Ribaupierre, Alun Preece arXiv_CL arXiv_CL  Text_Classification  Classification  Few-Shot  Language_Model  PDF
• 2021-11-16 Few-Shot Self-Rationalization with Natural Language Prompts    Ana Marasović, Iz Beltagy, Doug Downey, Matthew E. Peters arXiv_CL arXiv_CL  Pose  Action  Few-Shot  Prediction  PDF
• 2021-11-15 CoLLIE: Continual Learning of Language Grounding from Language-Image Embeddings    Gabriel Skantze, Bram Willemsen arXiv_CL arXiv_CL  Embedding  Zero-Shot  Few-Shot  PDF
• 2021-11-15 Zero-Shot Learning in Named-Entity Recognition with External Knowledge    Nguyen Van Hoang, Soeren Hougaard Mulvad, Dexter Neo Yuan Rong, Yang Yue arXiv_AI arXiv_AI  Embedding  Recognition  Zero-Shot  Knowledge  Pose  Few-Shot  PDF
• 2021-11-14 Meta-Voice: Fast few-shot style transfer for expressive voice cloning using meta learning    Songxiang Liu, Dan Su, Dong Yu arXiv_CL arXiv_CL  Style_Transfer  Adversarial  Speech  Pose  Few-Shot  PDF
• 2021-11-13 GraphPrompt: Biomedical Entity Normalization Using Graph-based Prompt Templates    Jiayou Zhang, Zhirui Wang, Shizhuo Zhang, Megh Manoj Bhalerao, Yucong Liu, Dawei Zhu, Sheng Wang arXiv_AI arXiv_AI  Zero-Shot  Pose  Few-Shot  Medical  PDF
• 2021-11-12 Attention Guided Cosine Margin For Overcoming Class-Imbalance in Few-Shot Road Object Detection    Ashutosh Agarwal, Anay Majee, Anbumani Subramanian, Chetan Arora arXiv_AI arXiv_AI  Pose  Classification  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2021-11-10 Feature Generation for Long-tail Classification    Rahul Vigneswaran, Marc T. Law, Vineeth N. Balasubramanian, Makarand Tapaswi arXiv_CV arXiv_CV  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2021-11-10 Scaling ASR Improves Zero and Few Shot Learning    Alex Xiao, Weiyi Zheng, Gil Keren, Duc Le, Frank Zhang, Christian Fuegen, Ozlem Kalinli, Yatharth Saraf, Abdelrahman Mohamed arXiv_CL arXiv_CL  Recognition  Zero-Shot  Optimization  Sparse  Speech  Pose  Few-Shot  Speech_Recognition  PDF
• 2021-11-10 Cross-lingual Adaption Model-Agnostic Meta-Learning for Natural Language Understanding    Qianying Liu, Fei Cheng, Sadao Kurohashi arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  Inference  PDF
• 2021-11-09 Incremental Meta-Learning via Episodic Replay Distillation for Few-Shot Image Recognition    Kai Wang, Xialei Liu, Andy Bagdanov, Luis Herranz, Shangling Rui, Joost van de Weijer arXiv_CV arXiv_CV  Recognition  Knowledge  Pose  Few-Shot  PDF
• 2021-11-09 Dual Prototypical Contrastive Learning for Few-shot Semantic Segmentation    Hyeongjun Kwon, Somi Jeong, Sunok Kim, Kwanghoon Sohn arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Contrastive_Learning  Few-Shot  PDF
• 2021-11-08 Improved Regularization and Robustness for Fine-tuning in Neural Networks    Dongyue Li, Hongyang R. Zhang arXiv_CV arXiv_CV  Transfer_Learning  Regularization  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-11-08 Enhancing Prototypical Few-Shot Learning by Leveraging the Local-Level Strategy    Junying Huang, Fan Chen, Keze Wang, Liang Lin, Dongyu Zhang arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  PDF
• 2021-11-08 SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning    Fengyuan Yang, Ruiping Wang, Xilin Chen arXiv_CV arXiv_CV  Embedding  Knowledge  Pose  Few-Shot  Attention  PDF
• 2021-11-08 Template NeRF: Towards Modeling Dense Shape Correspondences from Category-Specific Object Images    Jianfei Guo, Zhiyuan Yang, Xi Lin, Qingfu Zhang arXiv_CV arXiv_CV  Segmentation  3D  Knowledge  Pose  Detection  Few-Shot  PDF
• 2021-11-07 Crowdsourcing with Meta-Workers: A New Way to Save the Budget    Guangyang Han, Guoxian Yu, Lizhen Cui, Carlotta Domeniconi, Xiangliang Zhang arXiv_AI arXiv_AI  Classification  Few-Shot  Image_Classification  PDF
• 2021-11-07 Meta-TTS: Meta-Learning for Few-Shot Speaker Adaptive Text-to-Speech    Sung-Feng Huang, Chyi-Jiunn Lin, Hung-yi Lee arXiv_CL arXiv_CL  Embedding  Speech  Pose  Few-Shot  PDF
• 2021-11-06 Tip-Adapter: Training-free CLIP-Adapter for Better Vision-Language Modeling    Renrui Zhang, Rongyao Fang, Peng Gao, Wei Zhang, Kunchang Li, Jifeng Dai, Yu Qiao, Hongsheng Li arXiv_CV arXiv_CV  Zero-Shot  Knowledge  Pose  Classification  Few-Shot  Language_Model  PDF
• 2021-11-04 CLUES: Few-Shot Learning Evaluation in Natural Language Understanding    Subhabrata Mukherjee, Xiaodong Liu, Guoqing Zheng, Saghar Hosseini, Hao Cheng, Greg Yang, Christopher Meek, Ahmed Hassan Awadallah, Jianfeng Gao arXiv_CL arXiv_CL  Few-Shot  PDF
• 2021-11-03 LAION-400M: Open Dataset of CLIP-Filtered 400 Million Image-Text Pairs    Christoph Schuhmann, Richard Vencu, Romain Beaumont, Robert Kaczmarczyk, Clayton Mullis, Aarush Katta, Theo Coombes, Jenia Jitsev, Aran Komatsuzaki arXiv_CV arXiv_CV  Embedding  Few-Shot  PDF
• 2021-11-02 Revisiting spatio-temporal layouts for compositional action recognition    Gorjan Radevski, Marie-Francine Moens, Tinne Tuytelaars arXiv_CV arXiv_CV  Recognition  Action_Recognition  Action  Few-Shot  Attention  PDF
• 2021-11-02 A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation    Yuan-Hao Lee, Fu-En Yang, Yu-Chiang Frank Wang arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Weakly_Supervised  Pose  Few-Shot  PDF
• 2021-11-02 Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP    Trapit Bansal, Karthick Gunasekaran, Tong Wang, Tsendsuren Munkhdalai, Andrew McCallum arXiv_CL arXiv_CL  Unsupervised  Self-Supervised  Pose  Few-Shot  PDF
• 2021-11-01 Improving Contrastive Learning on Imbalanced Seed Data via Open-World Sampling    Ziyu Jiang, Tianlong Chen, Ting Chen, Zhangyang Wang arXiv_CV arXiv_CV  Contrastive_Learning  Action  Few-Shot  PDF
• 2021-11-01 Few-shot learning with improved local representations via bias rectify module    Chao Dong, Qi Ye, Wenchao Meng, Kaixiang Yang arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Few-Shot  PDF
• 2021-10-31 A Systematic Investigation of Commonsense Understanding in Large Language Models    Xiang Lorraine Li, Adhi Kuncoro, Cyprien de Masson d'Autume, Phil Blunsom, Aida Nematzadeh arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Few-Shot  Language_Model  PDF
• 2021-10-30 Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima    Guangyuan Shi, Jiaxin Chen, Wenlong Zhang, Li-Ming Zhan, Xiao-Ming Wu arXiv_CV arXiv_CV  Pose  Action  Few-Shot  PDF
• 2021-10-30 MFNet: Multi-class Few-shot Segmentation Network with Pixel-wise Metric Learning    Miao Zhang, Miaojing Shi, Li Li arXiv_CV arXiv_CV  Segmentation  Embedding  Semantic_Segmentation  Recognition  Pose  Classification  Deep_Learning  Few-Shot  Attention  Image_Classification  PDF
• 2021-10-30 A Comparative Review of Recent Few-Shot Object Detection Algorithms    Leng Jiaxu, Chen Taiyue, Gao Xinbo, Yu Yongtao, Wang Ye, Gao Feng, Wang Yue arXiv_AI arXiv_AI  Review  Pose  Survey  Detection  Few-Shot  Object_Detection  PDF
• 2021-10-29 MetaICL: Learning to Learn In Context    Sewon Min, Mike Lewis, Luke Zettlemoyer, Hannaneh Hajishirzi arXiv_AI arXiv_AI  Zero-Shot  Classification  Detection  Few-Shot  Inference  Language_Model  PDF
• 2021-10-29 Domain Agnostic Few-Shot Learning For Document Intelligence    Jaya Krishna Mandivarapu, Eric bunch, Glenn fung arXiv_CV arXiv_CV  Transfer_Learning  Knowledge  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-10-28 Meta Guided Metric Learner for Overcoming Class Confusion in Few-Shot Road Object Detection    Anay Majee, Anbumani Subramanian, Kshitij Agrawal arXiv_CV arXiv_CV  Recognition  Knowledge  Detection  Few-Shot  Object_Detection  Autonomous  PDF
• 2021-10-27 A Survey of Self-Supervised and Few-Shot Object Detection    Gabriel Huang, Issam Laradji, David Vazquez, Simon Lacoste-Julien, Pau Rodriguez arXiv_AI arXiv_AI  Segmentation  Review  Self-Supervised  Survey  Detection  Few-Shot  Object_Detection  PDF
• 2021-10-27 Neural View Synthesis and Matching for Semi-Supervised Few-Shot Learning of 3D Pose    Angtian Wang, Shenxiao Mei, Alan Yuille, Adam Kortylewski arXiv_CV arXiv_CV  3D  Pose_Estimation  Pose  Few-Shot  Matching  PDF
• 2021-10-27 Revisit Multimodal Meta-Learning through the Lens of Multi-Task Learning    Milad Abdollahzadeh, Touba Malekzadeh, Ngai-Man Cheung arXiv_CV arXiv_CV  Knowledge  Pose  Action  Quantitative  Few-Shot  PDF
• 2021-10-26 An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling    Han Liu, Feng Zhang, Xiaotong Zhang, Siyang Zhao, Xianchao Zhang arXiv_AI arXiv_AI  Pose  Contrastive_Learning  Action  Classification  Few-Shot  PDF
• 2021-10-26 Meta-Learning for Multi-Label Few-Shot Classification    Christian Simon, Piotr Koniusz, Mehrtash Harandi arXiv_CV arXiv_CV  Pose  Classification  Relation  Few-Shot  Inference  PDF
• 2021-10-26 Towards More Generalizable One-shot Visual Imitation Learning    Zhao Mandi, Fangchen Liu, Kimin Lee, Pieter Abbeel arXiv_AI arXiv_AI  Represenation_Learning  Pose  Contrastive_Learning  Few-Shot  Attention  PDF
• 2021-10-26 Self-Denoising Neural Networks for Few Shot Learning    Steven Schwarcz, Sai Saketh Rambhatla, Rama Chellappa arXiv_AI arXiv_AI  Recognition  Action  Detection  Few-Shot  Denoising  CNN  PDF
• 2021-10-26 Plug-and-Play Few-shot Object Detection with Meta Strategy and Explicit Localization Inference    Junying Huang, Fan Chen, Liang Lin, Dongyu Zhang arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  Object_Detection  Inference  PDF
• 2021-10-25 Multi-Task Meta-Learning Modification with Stochastic Approximation    Andrei Boiarov, Konstantin Khabarlak, Igor Yastrebov arXiv_AI arXiv_AI  Tracking  Optimization  Pose  Few-Shot  PDF
• 2021-10-24 A Closer Look at Few-Shot Video Classification: A New Baseline and Benchmark    Zhenxi Zhu, Limin Wang, Sheng Guo, Gangshan Wu arXiv_CV arXiv_CV  Recognition  Represenation_Learning  Pose  Action  Classification  Relation  Few-Shot  Video_Classification  PDF
• 2021-10-23 Hierarchical Few-Shot Generative Models    Giorgio Giannone, Ole Winther arXiv_AI arXiv_AI  Few-Shot  Attention  PDF
• 2021-10-23 MaskSplit: Self-supervised Meta-learning for Few-shot Semantic Segmentation    Mustafa Sercan Amac, Ahmet Sencan, Orhun Bugra Baran, Nazli Ikizler-Cinbis, Ramazan Gokberk Cinbis arXiv_CV arXiv_CV  Segmentation  Unsupervised  Semantic_Segmentation  Salient  Knowledge  Self-Supervised  Pose  Few-Shot  PDF
• 2021-10-22 MIGS: Meta Image Generation from Scene Graphs    Azade Farshad, Sabrina Musatian, Helisa Dhamo, Nassir Navab arXiv_CV arXiv_CV  Scene_Generation  Pose  Relation  Few-Shot  PDF
• 2021-10-22 Few-shot Semantic Segmentation with Self-supervision from Pseudo-classes    Yiwen Li, Gratianus Wesley Putra Data, Yunguan Fu, Yipeng Hu, Victor Adrian Prisacariu arXiv_AI arXiv_AI  Segmentation  Semantic_Segmentation  Self-Supervised  Pose  Deep_Learning  Few-Shot  PDF
• 2021-10-22 GCCN: Global Context Convolutional Network    Ali Hamdi, Flora Salim, Du Yong Kim arXiv_CV arXiv_CV  Recognition  Pose  Classification  Few-Shot  CNN  Image_Classification  Matching  PDF
• 2021-10-22 Pixel-by-Pixel Cross-Domain Alignment for Few-Shot Semantic Segmentation    Antonio Tavera, Fabio Cermelli, Carlo Masone, Barbara Caputo arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Knowledge  Adversarial  Pose  Few-Shot  Autonomous  PDF
• 2021-10-22 ProtoShotXAI: Using Prototypical Few-Shot Architecture for Explainable AI    Samuel Hess, Gregory Ditzler arXiv_CV arXiv_CV  Adversarial  Pose  Quantitative  Few-Shot  PDF
• 2021-10-21 On Hard Episodes in Meta-Learning    Samyadeep Basu, Amr Sharaf, Nicolo Fusi, Soheil Feizi arXiv_CV arXiv_CV  Adversarial  Few-Shot  Prediction  PDF
• 2021-10-21 A Strong Baseline for Semi-Supervised Incremental Few-Shot Learning    Linlan Zhao, Dashan Guo, Yunlu Xu, Liang Qiao, Zhanzhan Cheng, Shiliang Pu, Yi Niu, Xiangzhong Fang arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  PDF
• 2021-10-20 Few-Shot Temporal Action Localization with Query Adaptive Transformer    Sauradip Nag, Xiatian Zhu, Tao Xiang arXiv_CV arXiv_CV  Transformer  Segmentation  Knowledge  Action_Localization  Pose  Action  Few-Shot  PDF
• 2021-10-20 Contextual Gradient Scaling for Few-Shot Learning    Sanghyuk Lee, Seunghyun Lee, Byung Cheol Song arXiv_CV arXiv_CV  Optimization  Knowledge  Pose  Classification  Few-Shot  PDF
• 2021-10-18 Who calls the shots? Rethinking Few-Shot Learning for Audio    Yu Wang, Nicholas J. Bryan, Justin Salamon, Mark Cartwright, Juan Pablo Bello arXiv_SD arXiv_SD  Action  Classification  Few-Shot  Image_Classification  Inference  PDF
• 2021-10-18 Ortho-Shot: Low Displacement Rank Regularization with Data Augmentation for Few-Shot Learning    Uche Osahor, Nasser M. Nasrabadi arXiv_CV arXiv_CV  Embedding  Regularization  Pose  Classification  Few-Shot  CNN  Inference  PDF
• 2021-10-18 Incremental Cross-Domain Adaptation for Robust Retinopathy Screening via Bayesian Deep Learning    Taimur Hassan, Bilal Hassan, Muhammad Usman Akram, Shahrukh Hashmi, Abdel Hakim Taguri, Naoufel Werghi arXiv_CV arXiv_CV  Transfer_Learning  Knowledge  Pose  Classification  Deep_Learning  Relation  Few-Shot  Autonomous  Inference  PDF
• 2021-10-18 A Unified Framework for Generalized Low-Shot Medical Image Segmentation with Scarce Data    Hengji Cui, Dong Wei, Kai Ma, Shi Gu, Yefeng Zheng arXiv_CV arXiv_CV  Segmentation  Embedding  3D  Pose  Few-Shot  GAN  Medical  Prediction  PDF
• 2021-10-16 A MIMO Radar-based Few-Shot Learning Approach for Human-ID    Pascal Weller, Fady Aziz, Sherif Abdulatif, Urs Schneider, Marco F. Huber arXiv_CV arXiv_CV  Segmentation  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2021-10-16 HRKD: Hierarchical Relational Knowledge Distillation for Cross-domain Language Model Compression    Chenhe Dong, Yaliang Li, Ying Shen, Minghui Qiu arXiv_AI arXiv_AI  Knowledge  Pose  Relation  Few-Shot  Inference  Language_Model  PDF
• 2021-10-16 PRIMER: Pyramid-based Masked Sentence Pre-training for Multi-document Summarization    Wen Xiao, Iz Beltagy, Giuseppe Carenini, Arman Cohan arXiv_CL arXiv_CL  Zero-Shot  Salient  Pose  Few-Shot  Attention  Summarization  PDF
• 2021-10-16 A Good Prompt Is Worth Millions of Parameters? Low-resource Prompt-based Learning for Vision-Language Models    Woojeong Jin, Yu Cheng, Yelong Shen, Weizhu Chen, Xiang Ren arXiv_CV arXiv_CV  Image_Caption  Transformer  Zero-Shot  Pose  VQA  Few-Shot  GAN  Caption  Inference  Language_Model  QA  PDF
• 2021-10-16 Improving Compositional Generalization with Self-Training for Data-to-Text Generation    Sanket Vaibhav Mehta, Jinfeng Rao, Yi Tay, Mihir Kale, Ankur Parikh, Hongtao Zhong, Emma Strubell arXiv_AI arXiv_AI  Pose  Few-Shot  Text_Generation  Language_Model  PDF
• 2021-10-16 Good Examples Make A Faster Learner: Simple Demonstration-based Learning for Low-resource NER    Dong-Ho Lee, Mahak Agarwal, Akshen Kadakia, Jay Pujara, Xiang Ren arXiv_CL arXiv_CL  Text_Classification  Classification  Detection  Few-Shot  PDF
• 2021-10-15 Kronecker Decomposition for GPT Compression    Ali Edalati, Marzieh Tahaei, Ahmad Rashid, Vahid Partovi Nia, James J. Clark, Mehdi Rezagholizadeh arXiv_CL arXiv_CL  Transformer  Zero-Shot  Knowledge  Pose  Few-Shot  Attention  Language_Model  PDF
• 2021-10-15 Few-Shot Bot: Prompt-Based Learning for Dialogue Systems    Andrea Madotto, Zhaojiang Lin, Genta Indra Winata, Pascale Fung arXiv_AI arXiv_AI  Tracking  Knowledge  Pose  Action  Few-Shot  Language_Model  QA  PDF
• 2021-10-15 Jurassic is All You Need: Few-Shot Meaning-to-Text Generation for Open-Domain Dialogue    Lena Reed, Cecilia Li, Angela Ramirez, Liren Wu, Marilyn Walker (Natural Language and Dialogue Systems Lab, University of California, Santa Cruz) arXiv_CL arXiv_CL  Knowledge  Few-Shot  Text_Generation  Language_Model  PDF
• 2021-10-15 Exploring Low-dimensional Intrinsic Task Subspace via Prompt Tuning    Yujia Qin, Xiaozhi Wang, Yusheng Su, Yankai Lin, Ning Ding, Zhiyuan Liu, Juanzi Li, Lei Hou, Peng Li, Maosong Sun, Jie Zhou arXiv_AI arXiv_AI  Pose  Few-Shot  Language_Model  PDF
• 2021-10-14 Can Explanations Be Useful for Calibrating Black Box Models?    Xi Ye, Greg Durrett arXiv_CL arXiv_CL  Few-Shot  Inference  Prediction  PDF
• 2021-10-14 Comparative Opinion Summarization via Collaborative Decoding    Hayate Iso, Xiaolan Wang, Yoshihiko Suhara arXiv_CL arXiv_CL  Review  Pose  Few-Shot  Summarization  PDF
• 2021-10-14 Few-shot Controllable Style Transfer for Low-Resource Settings: A Study in Indian Languages    Kalpesh Krishna, Deepak Nathani, Xavier Garcia, Bidisha Samanta, Partha Talukdar arXiv_CL arXiv_CL  Style_Transfer  Sentiment  Few-Shot  Inference  PDF
• 2021-10-14 Solving Aspect Category Sentiment Analysis as a Text Generation Task    Jian Liu, Zhiyang Teng, Leyang Cui, Hanmeng Liu, Yue Zhang arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Sentiment  Few-Shot  Attention  Text_Generation  Language_Model  PDF
• 2021-10-14 LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5    Chengwei Qin, Shafiq Joty arXiv_CL arXiv_CL  Embedding  Knowledge  Pose  Few-Shot  PDF
• 2021-10-13 Subspace Regularizers for Few-Shot Class Incremental Learning    Afra Feyza Akyürek, Ekin Akyürek, Derry Wijaya, Jacob Andreas arXiv_CV arXiv_CV  Regularization  Classification  Few-Shot  CNN  Image_Classification  PDF
• 2021-10-13 Scaling Laws for the Few-Shot Adaptation of Pre-trained Image Classifiers    Gabriele Prato, Simon Guiroy, Ethan Caballero, Irina Rish, Sarath Chandar arXiv_AI arXiv_AI  Pose  Classification  Relation  Few-Shot  Image_Classification  PDF
• 2021-10-13 SGD-X: A Benchmark for Robust Generalization in Schema-Guided Dialogue Systems    Harrison Lee, Raghav Gupta, Abhinav Rastogi, Yuan Cao, Bin Zhang, Yonghui Wu arXiv_CL arXiv_CL  Tracking  Zero-Shot  Few-Shot  PDF
• 2021-10-13 Inconsistent Few-Shot Relation Classification via Cross-Attentional Prototype Networks with Contrastive Learning    Hongru Wang, Zhijing Jin, Jiarun Cao, Gabriel Pui Cheong Fung, Kam-Fai Wong arXiv_CL arXiv_CL  Pose  Contrastive_Learning  Action  Classification  Relation  Few-Shot  Attention  PDF
• 2021-10-12 LiST: Lite Self-training Makes Efficient Few-shot Learners    Yaqing Wang, Subhabrata Mukherjee, Xiaodong Liu, Jing Gao, Ahmed Hassan Awadallah, Jianfeng Gao arXiv_CL arXiv_CL  Few-Shot  Inference  Language_Model  PDF
• 2021-10-12 Investigating the Effect of Natural Language Explanations on Out-of-Distribution Generalization in Few-shot NLI    Yangqiaoyu Zhou, Chenhao Tan arXiv_CL arXiv_CL  Few-Shot  Prediction  PDF
• 2021-10-11 Unsupervised Neural Machine Translation with Generative Language Models Only    Jesse Michael Han, Igor Babuschkin, Harrison Edwards, Arvind Neelakantan, Tao Xu, Stanislas Polu, Alex Ray, Pranav Shyam, Aditya Ramesh, Alec Radford, Ilya Sutskever arXiv_AI arXiv_AI  Unsupervised  Zero-Shot  Few-Shot  Language_Model  PDF
• 2021-10-11 A Closer Look at Prototype Classifier for Few-shot Image Classification    Mingcheng Hou, Issei Sato arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  Attention  Image_Classification  PDF
• 2021-10-11 Cross Domain Emotion Recognition using Few Shot Knowledge Transfer    Justin Olah, Sabyasachee Baruah, Digbalay Bose, Shrikanth Narayanan arXiv_CL arXiv_CL  Embedding  Recognition  Zero-Shot  Knowledge  Emotion  Few-Shot  PDF
• 2021-10-10 Morphable Detector for Object Detection on Demand    Xiangyun Zhao, Xu Zou, Ying Wu arXiv_CV arXiv_CV  Embedding  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2021-10-10 Injecting Text and Cross-lingual Supervision in Few-shot Learning from Self-Supervised Models    Matthew Wiesner, Desh Raj, Sanjeev Khudanpur arXiv_CL arXiv_CL  Self-Supervised  Few-Shot  PDF
• 2021-10-10 Yuan 1.0: Large-Scale Pre-trained Language Model in Zero-Shot and Few-Shot Learning    Shaohua Wu, Xudong Zhao, Tong Yu, Rongguo Zhang, Chong Shen, Hongli Liu, Feng Li, Hong Zhu, Jiangang Luo, Liang Xu, Xuanwei Zhang, Jun Liu arXiv_AI arXiv_AI  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2021-10-09 Vector-quantized Image Modeling with Improved VQGAN    Jiahui Yu, Xin Li, Jing Yu Koh, Han Zhang, Ruoming Pang, James Qin, Alexander Ku, Yuanzhong Xu, Jason Baldridge, Yonghui Wu arXiv_CV arXiv_CV  Transformer  Reconstruction  Unsupervised  Transfer_Learning  Zero-Shot  Represenation_Learning  Pose  Few-Shot  GAN  Language_Model  Prediction  PDF
• 2021-10-09 Unsupervised Representation Learning Meets Pseudo-Label Supervised Self-Distillation: A New Approach to Rare Disease Classification    Jinghan Sun, Dong Wei, Kai Ma, Liansheng Wang, Yefeng Zheng arXiv_CV arXiv_CV  Unsupervised  Represenation_Learning  Knowledge  Pose  Classification  Few-Shot  PDF
• 2021-10-09 CLIP-Adapter: Better Vision-Language Models with Feature Adapters    Peng Gao, Shijie Geng, Renrui Zhang, Teli Ma, Rongyao Fang, Yongfeng Zhang, Hongsheng Li, Yu Qiao arXiv_CV arXiv_CV  Zero-Shot  Optimization  Represenation_Learning  Pose  Classification  Few-Shot  Language_Model  Prediction  PDF
• 2021-10-09 SGMNet: Scene Graph Matching Network for Few-Shot Remote Sensing Scene Classification    Baoquan Zhang, Shanshan Feng, Xutao Li, Yunming Ye, Rui Ye arXiv_CV arXiv_CV  Scene_Classification  Pose  Classification  Relation  Few-Shot  Image_Classification  Prediction  Matching  PDF
• 2021-10-09 A Mutual learning framework for Few-shot Sound Event Detection    Dongchao Yang, Helin Wang, Yuexian Zou, Zhongjie Ye, Wenwu Wang arXiv_SD arXiv_SD  Pose  Classification  Detection  Few-Shot  Inference  PDF
• 2021-10-08 Meta-Learning with Task-Adaptive Loss Function for Few-Shot Learning    Sungyong Baik, Janghoon Choi, Heewon Kim, Dohee Cho, Jaesik Min, Kyoung Mu Lee arXiv_CV arXiv_CV  Regularization  Pose  Classification  Few-Shot  PDF
• 2021-10-08 3D Meta-Segmentation Neural Network    Yu Hao, Yi Fang arXiv_CV arXiv_CV  Segmentation  Point_Cloud  3D  Pose  Deep_Learning  Few-Shot  PDF
• 2021-10-07 Dense Gaussian Processes for Few-Shot Segmentation    Joakim Johnander, Johan Edstedt, Michael Felsberg, Fahad Shahbaz Khan, Martin Danelljan arXiv_CV arXiv_CV  Segmentation  Pose  Few-Shot  Prediction  PDF
• 2021-10-07 Magic dust for cross-lingual adaptation of monolingual wav2vec-2.0    Sameer Khurana, Antoine Laurent, James Glass arXiv_CL arXiv_CL  Transfer_Learning  Recognition  Speech  Pose  Few-Shot  Speech_Recognition  PDF
• 2021-10-07 Sparse MoEs meet Efficient Ensembles    James Urquhart Allingham, Florian Wenzel, Zelda E Mariet, Basil Mustafa, Joan Puigcerver, Neil Houlsby, Ghassen Jerfel, Vincent Fortuin, Balaji Lakshminarayanan, Jasper Snoek, Dustin Tran, Carlos Riquelme Ruiz, Rodolphe Jenatton arXiv_CV arXiv_CV  Transformer  Sparse  Few-Shot  Prediction  PDF
• 2021-10-06 Weak Novel Categories without Tears: A Survey on Weak-Shot Learning    Li Niu arXiv_CV arXiv_CV  Segmentation  Weakly_Supervised  Zero-Shot  Survey  Classification  Deep_Learning  Detection  Few-Shot  Object_Detection  Image_Classification  PDF
• 2021-10-06 One Representative-Shot Learning Using a Population-Driven Template with Application to Brain Connectivity Classification and Evolution Prediction    Umut Guvercin, Mohammed Amine Gharsallaoui, Islem Rekik arXiv_CV arXiv_CV  Classification  Deep_Learning  Few-Shot  Prediction  PDF
• 2021-10-06 A Few-shot Learning Graph Multi-Trajectory Evolution Network for Forecasting Multimodal Baby Connectivity Development from a Baseline Timepoint    Alaa Bessadok, Ahmed Nebli, Mohamed Ali Mahjoub, Gang Li, Weili Lin, Dinggang Shen, Islem Rekik arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  Prediction  PDF
• 2021-10-06 On the Importance of Firth Bias Reduction in Few-Shot Classification    Saba Ghaffari, Ehsan Saleh, David Forsyth, Yu-xiong Wang arXiv_AI arXiv_AI  Optimization  Classification  Few-Shot  Image_Classification  PDF
• 2021-10-06 KNN-BERT: Fine-Tuning Pre-Trained Models with KNN Classifier    Linyang Li, Demin Song, Ruotian Ma, Xipeng Qiu, Xuanjing Huang arXiv_CL arXiv_CL  Bert  Text_Classification  Adversarial  Contrastive_Learning  Face  Classification  Few-Shot  Prediction  PDF
• 2021-10-05 Task Affinity with Maximum Bipartite Matching in Few-Shot Learning    Cat P. Le, Juncheng Dong, Mohammadreza Soltani, Vahid Tarokh arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Few-Shot  Matching  PDF
• 2021-10-05 Analyzing the Effects of Reasoning Types on Cross-Lingual Transfer Performance    Karthikeyan K, Aalok Sathe, Somak Aditya, Monojit Choudhury arXiv_AI arXiv_AI  Zero-Shot  Pose  Few-Shot  Inference  Language_Model  PDF
• 2021-10-05 Multi-Objective Few-shot Learning for Fair Classification    Ishani Mondal, Procheta Sen, Debasis Ganguly arXiv_CL arXiv_CL  Zero-Shot  Pose  Classification  Few-Shot  PDF
• 2021-10-04 Revisiting Self-Training for Few-Shot Learning of Language Model    Yiming Chen, Yan Zhang, Chen Zhang, Grandee Lee, Ran Cheng, Haizhou Li arXiv_CL arXiv_CL  Knowledge  Pose  Classification  Few-Shot  Language_Model  PDF
• 2021-10-03 Meta-learning an Intermediate Representation for Few-shot Block-wise Prediction of Landslide Susceptibility    Li Chen, Yulin Ding, Han Hu, Qing Zhu, Haowei Zeng, Haojia Yu, Qisen Shang, Yongfei Song arXiv_AI arXiv_AI  Recognition  Pose  Few-Shot  Prediction  PDF
• 2021-10-01 Self-Attentive Constituency Parsing for UCCA-based Semantic Parsing    Necva Bölücü, Burcu Can arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  Summarization  PDF
• 2021-10-01 Learning to Ask for Data-Efficient Event Argument Extraction    Hongbin Ye, Ningyu Zhang, Zhen Bi, Shumin Deng, Chuanqi Tan, Hui Chen, Fei Huang, Huajun Chen arXiv_CL arXiv_CL  Pose  Action  Few-Shot  PDF
• 2021-10-01 UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis    Fatemehsadat Mireshghallah, Vaishnavi Shrivastava, Milad Shokouhi, Taylor Berg-Kirkpatrick, Robert Sim, Dimitrios Dimitriadis arXiv_AI arXiv_AI  Pose  Sentiment  Few-Shot  PDF
• 2021-09-30 Unsupervised Few-Shot Action Recognition via Action-Appearance Aligned Meta-Adaptation    Jay Patravali, Gaurav Mittal, Ye Yu, Fuxin Li, Mei Chen arXiv_AI arXiv_AI  Unsupervised  Recognition  3D  Contrastive_Learning  Action_Recognition  Action  Relation  Few-Shot  PDF
• 2021-09-29 MetaHistoSeg: A Python Framework for Meta Learning in Histopathology Image Segmentation    Zheng Yuan, Andre Esteva, Ran Xu arXiv_CV arXiv_CV  Segmentation  Transfer_Learning  Deep_Learning  Few-Shot  PDF
• 2021-09-28 RAFT: A Real-World Few-Shot Text Classification Benchmark    Neel Alex, Eli Lifland, Lewis Tunstall, Abhishek Thakur, Pegah Maham, C. Jess Riedel, Emmie Hine, Carolyn Ashurst, Paul Sedille, Alexis Carlier, Michael Noetel, Andreas Stuhlmüller arXiv_AI arXiv_AI  Text_Classification  Classification  Few-Shot  Language_Model  PDF
• 2021-09-28 Single-dataset Experts for Multi-dataset Question Answering    Dan Friedman, Ben Dodge, Danqi Chen arXiv_CL arXiv_CL  Transformer  Zero-Shot  Few-Shot  PDF
• 2021-09-28 PFENet++: Boosting Few-shot Semantic Segmentation with the Noise-filtered Context-aware Prior Mask    Xiaoliu Luo, Zhuotao Tian, Taiping Zhang, Bei Yu, Yuan Yan Tang, Jiaya Jia arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Knowledge  Pose  Relation  Few-Shot  PDF
• 2021-09-28 Template-free Prompt Tuning for Few-shot NER    Ruotian Ma, Xin Zhou, Tao Gui, Yiding Tan, Qi Zhang, Xuanjing Huang arXiv_CL arXiv_CL  Bert  Pose  Few-Shot  GAN  Prediction  PDF
• 2021-09-27 Experience feedback using Representation Learning for Few-Shot Object Detection on Aerial Images    Pierre Le Jeune, Mustapha Lebbah, Anissa Mokraoui, Hanene Azzag arXiv_CV arXiv_CV  Embedding  Represenation_Learning  Self-Supervised  Pose  Classification  Detection  Few-Shot  Object_Detection  PDF
• 2021-09-27 An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling    Peiyi Wang, Runxin Xu, Tianyu Liu, Qingyu Zhou, Yunbo Cao, Baobao Chang, Zhifang Sui arXiv_CL arXiv_CL  Optimization  Pose  Few-Shot  Attention  Inference  Matching  PDF
• 2021-09-27 Sparse Spatial Transformers for Few-Shot Learning    Haoxing Chen, Huaxiong Li, Yaohui Li, Chunlin Chen arXiv_CV arXiv_CV  Transformer  Embedding  Sparse  Pose  Few-Shot  Matching  PDF
• 2021-09-27 FewNLU: Benchmarking State-of-the-Art Methods for Few-Shot Natural Language Understanding    Yanan Zheng, Jing Zhou, Yujie Qian, Ming Ding, Jian Li, Ruslan Salakhutdinov, Jie Tang, Sebastian Ruder, Zhilin Yang arXiv_CL arXiv_CL  Relation  Few-Shot  Attention  PDF
• 2021-09-26 Disentangled Feature Representation for Few-shot Image Classification    Hao Cheng, Yufei Wang, Haoliang Li, Alex C. Kot, Bihan Wen arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-09-25 Multi-source Few-shot Domain Adaptation    Xiangyu Yue, Zangwei Zheng, Colorado Reed, Hari Prasanna Das, Kurt Keutzer, Alberto Sangiovanni Vincentelli arXiv_AI arXiv_AI  Adversarial  Self-Supervised  Pose  Classification  Few-Shot  PDF
• 2021-09-24 CLIPort: What and Where Pathways for Robotic Manipulation    Mohit Shridhar, Lucas Manuelli, Dieter Fox arXiv_CV arXiv_CV  Segmentation  Pose  Few-Shot  PDF
• 2021-09-24 Few-shot Learning Based on Multi-stage Transfer and Class-Balanced Loss for Diabetic Retinopathy Grading    Lei Shi, Junxing Zhang arXiv_CV arXiv_CV  Transfer_Learning  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2021-09-24 CPT: Colorful Prompt Tuning for Pre-trained Vision-Language Models    Yuan Yao, Ao Zhang, Zhengyan Zhang, Zhiyuan Liu, Tat-Seng Chua, Maosong Sun arXiv_CV arXiv_CV  Zero-Shot  Few-Shot  Language_Model  PDF
• 2021-09-23 Paint4Poem: A Dataset for Artistic Visualization of Classical Chinese Poems    Dan Li, Shuai Wang, Jie Zou, Chang Tian, Elisha Nieuwburg, Fengyuan Sun, Evangelos Kanoulas arXiv_AI arXiv_AI  Pose  Few-Shot  GAN  Caption  PDF
• 2021-09-23 Towards Generalized and Incremental Few-Shot Object Detection    Yiting Li, Haiyue Zhu, Jun Ma, Chek Sing Teo, Cheng Xiang, Prahlad Vadakkepat, Tong Heng Lee arXiv_CV arXiv_CV  Knowledge  Pose  Detection  Few-Shot  Object_Detection  Autonomous  PDF
• 2021-09-22 COVR: A test-bed for Visually Grounded Compositional Generalization with real images    Ben Bogin, Shivanshu Gupta, Matt Gardner, Jonathan Berant arXiv_CL arXiv_CL  Pose  Few-Shot  PDF
• 2021-09-22 Few-Shot Sound Source Distance Estimation Using Relation Networks    Amirreza Sobhdel, Saeed Shahrivari arXiv_SD arXiv_SD  Deep_Learning  Relation  Few-Shot  PDF
• 2021-09-21 ConvFiT: Conversational Fine-Tuning of Pretrained Language Models    Ivan Vulić, Pei-Hao Su, Sam Coope, Daniela Gerz, Paweł Budzianowski, Iñigo Casanueva, Nikola Mrkšić, Tsung-Hsien Wen arXiv_CL arXiv_CL  Transformer  Knowledge  Pose  Detection  Few-Shot  Inference  Language_Model  PDF
• 2021-09-21 Multi-Domain Few-Shot Learning and Dataset for Agricultural Applications    Sai Vidyaranya Nuthalapati, Anirudh Tunga arXiv_CV arXiv_CV  Transformer  Embedding  Pose  Classification  Deep_Learning  Few-Shot  CNN  Image_Classification  PDF
• 2021-09-20 On the Importance of Distractors for Few-Shot Classification    Rajshekhar Das, Yu-Xiong Wang, JoséM.F. Moura arXiv_CV arXiv_CV  Unsupervised  Pose  Contrastive_Learning  Classification  Few-Shot  PDF
• 2021-09-20 Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks    Gaël Guibon (LTCI, IP Paris), Matthieu Labeau (LTCI, IP Paris), Hélène Flamein, Luce Lefeuvre, Chloé Clavel (LTCI, IP Paris) arXiv_CL arXiv_CL  Recognition  Sparse  Emotion  Survey  Action  Classification  Few-Shot  PDF
• 2021-09-19 Towards Zero-Label Language Learning    Zirui Wang, Adams Wei Yu, Orhan Firat, Yuan Cao arXiv_CL arXiv_CL  Unsupervised  Few-Shot  Inference  Language_Model  PDF
• 2021-09-19 Ontology-based n-ball Concept Embeddings Informing Few-shot Image Classification    Mirantha Jayathilaka, Tingting Mu, Uli Sattler arXiv_AI arXiv_AI  Embedding  Knowledge  Pose  Ontology  Classification  Few-Shot  Image_Classification  Inference  PDF
• 2021-09-19 Joint Distribution Alignment via Adversarial Learning for Domain Adaptive Object Detection    Bo Zhang, Tao Chen, Bin Wang, Ruoyao Li arXiv_CV arXiv_CV  Unsupervised  Knowledge  Adversarial  Pose  Detection  Few-Shot  Object_Detection  Matching  PDF
• 2021-09-18 MetaMedSeg: Volumetric Meta-learning for Few-Shot Organ Segmentation    Anastasia Makarevich, Azade Farshad, Vasileios Belagiannis, Nassir Navab arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Few-Shot  GAN  Medical  PDF
• 2021-09-18 Towards Zero and Few-shot Knowledge-seeking Turn Detection in Task-orientated Dialogue Systems    Di Jin, Shuyang Gao, Seokhwan Kim, Yang Liu, Dilek Hakkani-Tur arXiv_AI arXiv_AI  Zero-Shot  Represenation_Learning  Knowledge  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2021-09-17 Semi-Supervised Few-Shot Intent Classification and Slot Filling    Samyadeep Basu, Karine lp Kiun Chong, Amr Sharaf, Alex Fischer, Vishal Rohra, Michael Amoake, Hazem El-Hammamy, Ehi Nosakhare, Vijay Ramani, Benjamin Han arXiv_CL arXiv_CL  Unsupervised  Pose  Contrastive_Learning  Classification  Deep_Learning  Few-Shot  PDF
• 2021-09-17 ActionCLIP: A New Paradigm for Video Action Recognition    Mengmeng Wang, Jiazheng Xing, Yong Liu arXiv_CV arXiv_CV  Recognition  Zero-Shot  Pose  Action_Recognition  Action  Few-Shot  Matching  PDF
• 2021-09-17 Self-training with Few-shot Rationalization: Teacher Explanations Aid Student in Few-shot NLU    Meghana Moorthy Bhat, Alessandro Sordoni, Subhabrata Mukherjee arXiv_CL arXiv_CL  Salient  Few-Shot  Language_Model  Prediction  PDF
• 2021-09-16 Reframing Instructional Prompts to GPTk's Language    Swaroop Mishra, Daniel Khashabi, Chitta Baral, Yejin Choi, Hannaneh Hajishirzi arXiv_AI arXiv_AI  Pose  Classification  Few-Shot  Language_Model  PDF
• 2021-09-16 MHFC: Multi-Head Feature Collaboration for Few-Shot Learning    Shuai Shao, Lei Xing, Yan Wang, Rui Xu, Chunyan Zhao, Yan-Jiang Wang, Bao-Di Liu arXiv_CV arXiv_CV  Pose  Action  Contour  Few-Shot  Attention  PDF
• 2021-09-16 Few-Shot Object Detection by Attending to Per-Sample-Prototype    Hojun Lee, Myunggi Lee, Nojun Kwak arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2021-09-16 Language Models are Few-shot Multilingual Learners    Genta Indra Winata, Andrea Madotto, Zhaojiang Lin, Rosanne Liu, Jason Yosinski, Pascale Fung arXiv_AI arXiv_AI  Pose  Classification  Few-Shot  Language_Model  Prediction  PDF
• 2021-09-15 Partner-Assisted Learning for Few-Shot Image Classification    Jiawei Ma, Hanchen Xie, Guangxing Han, Shih-Fu Chang, Aram Galstyan, Wael Abd-Almageed arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-09-15 CONTaiNER: Few-Shot Named Entity Recognition via Contrastive Learning    Sarkar Snigdha Sarathi Das, Arzoo Katiyar, Rebecca J. Passonneau, Rui Zhang arXiv_CL arXiv_CL  Embedding  Recognition  Contrastive_Learning  Few-Shot  PDF
• 2021-09-15 'It doesn't look good for a date': Transforming Critiques into Preferences for Conversational Recommendation Systems    Victor S. Bursztyn, Jennifer Healey, Nedim Lipka, Eunyee Koh, Doug Downey, Larry Birnbaum arXiv_AI arXiv_AI  Embedding  Review  Few-Shot  Language_Model  Recommendation  PDF
• 2021-09-15 Sign-MAML: Efficient Model-Agnostic Meta-Learning by SignSGD    Chen Fan, Parikshit Ram, Sijia Liu arXiv_AI arXiv_AI  Optimization  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-09-14 One-Class Meta-Learning: Towards Generalizable Few-Shot Open-Set Classification    Jedrzej Kozerawski, Matthew Turk arXiv_CV arXiv_CV  Classification  Few-Shot  PDF
• 2021-09-14 Few-shot Quality-Diversity Optimisation    Achkan Salehi, Alexandre Coninx, Stephane Doncieux arXiv_AI arXiv_AI  Reinforcement_Learning  Sparse  Knowledge  Pose  Few-Shot  PDF
• 2021-09-14 Exploring Prompt-based Few-shot Learning for Grounded Dialog Generation    Chujie Zheng, Minlie Huang arXiv_CL arXiv_CL  Knowledge  Few-Shot  Language_Model  PDF
• 2021-09-14 Improved Few-shot Segmentation by Redifinition of the Roles of Multi-level CNN Features    Zhijie Wang, Masanori Suganuma, Takayuki Okatani arXiv_AI arXiv_AI  Segmentation  Few-Shot  PDF
• 2021-09-13 Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning    Jianguo Zhang, Trung Bui, Seunghyun Yoon, Xiang Chen, Zhiwei Liu, Congying Xia, Quan Hung Tran, Walter Chang, Philip Yu arXiv_CL arXiv_CL  Self-Supervised  Pose  Contrastive_Learning  Detection  Few-Shot  PDF
• 2021-09-13 STraTA: Self-Training with Task Augmentation for Better Few-shot Learning    Tu Vu, Minh-Thang Luong, Quoc V. Le, Grady Simon, Mohit Iyyer arXiv_CL arXiv_CL  Pose  Sentiment  Few-Shot  Language_Model  PDF
• 2021-09-13 Few-Shot Cross-Lingual Stance Detection with Sentiment-Based Pre-Training    Momchil Hardalov, Arnav Arora, Preslav Nakov, Isabelle Augenstein arXiv_CL arXiv_CL  Pose  Detection  Sentiment  Few-Shot  Language_Model  PDF
• 2021-09-13 Effectiveness of Pre-training for Few-shot Intent Classification    Haode Zhang, Yuwei Zhang, Li-Ming Zhan, Jiaxin Chen, Guangyuan Shi, Xiao-Ming Wu, Albert Y.S. Lam arXiv_CL arXiv_CL  Bert  Classification  Detection  Few-Shot  Language_Model  PDF
• 2021-09-13 Meta Navigator: Search for a Good Adaptation Policy for Few-shot Learning    Chi Zhang, Henghui Ding, Guosheng Lin, Ruibo Li, Changhu Wang, Chunhua Shen arXiv_CV arXiv_CV  Optimization  Knowledge  Classification  Few-Shot  PDF
• 2021-09-13 Honey or Poison? Solving the Trigger Curse in Few-shot Event Detection via Causal Intervention    Jiawei Chen, Hongyu Lin, Xianpei Han, Le Sun arXiv_CL arXiv_CL  Pose  Detection  Few-Shot  PDF
• 2021-09-13 Online Unsupervised Learning of Visual Representations and Categories    Mengye Ren, Tyler R. Scott, Michael L. Iuzzolino, Michael C. Mozer, Richard Zemel arXiv_CV arXiv_CV  Unsupervised  Recognition  Represenation_Learning  Self-Supervised  Pose  Action  Few-Shot  PDF
• 2021-09-12 Exploring Task Difficulty for Few-Shot Relation Extraction    Jiale Han, Bo Cheng, Wei Lu arXiv_CL arXiv_CL  Contrastive_Learning  Action  Relation  Few-Shot  Relation_Extraction  PDF
• 2021-09-11 Learning from Language Description: Low-shot Named Entity Recognition via Decomposed Framework    Yaqing Wang, Haoda Chu, Chao Zhang, Jing Gao arXiv_CL arXiv_CL  Recognition  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2021-09-11 Prior Omission of Dissimilar Source Domain for Cost-Effective Few-Shot Learning    Zezhong Wang, Hongru Wang, Kwan Wai Chung, Jia Zhu, Gabriel Pui Cheong Fung, Kam-Fai Wong arXiv_AI arXiv_AI  Embedding  Knowledge  Pose  Relation  Few-Shot  PDF
• 2021-09-11 Eliciting Knowledge from Language Models for Event Extraction    Jiaju Lin, Jin Jian, Qin Chen arXiv_AI arXiv_AI  Text_Classification  Knowledge  Pose  Action  Classification  Detection  Few-Shot  Language_Model  PDF
• 2021-09-10 An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA    Zhengyuan Yang, Zhe Gan, Jianfeng Wang, Xiaowei Hu, Yumao Lu, Zicheng Liu, Lijuan Wang arXiv_CV arXiv_CV  Image_Caption  Knowledge  Pose  VQA  Few-Shot  Caption  Prediction  QA  PDF
• 2021-09-10 Examining Cross-lingual Contextual Embeddings with Orthogonal Structural Probes    Tomasz Limisiewicz, David Mareček arXiv_AI arXiv_AI  Embedding  Bert  Zero-Shot  Few-Shot  Language_Model  PDF
• 2021-09-10 ReasonBERT: Pre-trained to Reason with Distant Supervision    Xiang Deng, Yu Su, Alyssa Lees, You Wu, Cong Yu, Huan Sun arXiv_AI arXiv_AI  Bert  Pose  Relation  Few-Shot  Language_Model  PDF
• 2021-09-10 LibFewShot: A Comprehensive Library for Few-shot Learning    Wenbin Li, Chuanqi Dong, Pinzhuo Tian, Tiexin Qin, Xuesong Yang, Ziyi Wang, Jing Huo, Yinghuan Shi, Lei Wang, Yang Gao, Jiebo Luo arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Few-Shot  Attention  Image_Classification  PDF
• 2021-09-10 Zero-Shot Dialogue State Tracking via Cross-Task Transfer    Zhaojiang Lin, Bing Liu, Andrea Madotto, Seungwhan Moon, Paul Crook, Zhenpeng Zhou, Zhiguang Wang, Zhou Yu, Eunjoon Cho, Rajen Subba, Pascale Fung arXiv_CL arXiv_CL  Transformer  Tracking  Transfer_Learning  Zero-Shot  Knowledge  Pose  Few-Shot  QA  PDF
• 2021-09-10 What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers    Boseop Kim, HyoungSeok Kim, Sang-Woo Lee, Gichang Lee, Donghyun Kwak, Dong Hyeon Jeon, Sunghyun Park, Sungju Kim, Seonhoon Kim, Dongpil Seo, Heungsub Lee, Minyoung Jeong, Sungjae Lee, Minsub Kim, Suk Hyun Ko, Seokhun Kim, Taeyong Park, Jinuk Kim, Soyoung Kang, Na-Hyeon Ryu, Kang Min Yoo, Minsuk Chang, Soobin Suh, Sookyo In, Jinseong Park, Kyungduk Kim, Hiun Kim, Jisu Jeong, Yong Goo Yeo, Donghoon Ham, Dongju Park, Min Young Lee, Jaewook Kang, Inho Kang, Jung-Woo Ha, Woomyoung Park, Nako Sung arXiv_CL arXiv_CL  Transformer  Zero-Shot  Optimization  Face  Few-Shot  Language_Model  PDF
• 2021-09-10 CINS: Comprehensive Instruction for Few-shot Learning in Task-orientedDialog Systems    Fei Mi, Yitong Li, Yasheng Wang, Xin Jiang, Qun Liu arXiv_CL arXiv_CL  Tracking  Pose  Classification  Few-Shot  Language_Model  PDF
• 2021-09-09 Bootstrapped Meta-Learning    Sebastian Flennerhag, Yannick Schroecker, Tom Zahavy, Hado van Hasselt, David Silver, Satinder Singh arXiv_AI arXiv_AI  Optimization  Pose  Few-Shot  PDF
• 2021-09-09 AStitchInLanguageModels: Dataset and Methods for the Exploration of Idiomaticity in Pre-Trained Language Models    Harish Tayyar Madabushi, Edward Gow-Smith, Carolina Scarton, Aline Villavicencio arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Language_Model  PDF
• 2021-09-09 PPT: Pre-trained Prompt Tuning for Few-shot Learning    Yuxian Gu, Xu Han, Zhiyuan Liu, Minlie Huang arXiv_CL arXiv_CL  Pose  Classification  Few-Shot  Language_Model  PDF
• 2021-09-09 Learning Opinion Summarizers by Selecting Informative Reviews    Arthur Bražinskas, Mirella Lapata, Ivan Titov arXiv_AI arXiv_AI  Unsupervised  Review  Few-Shot  Summarization  Inference  PDF
• 2021-09-09 Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning    Prasetya Ajie Utama, Nafise Sadat Moosavi, Victor Sanh, Iryna Gurevych arXiv_AI arXiv_AI  Zero-Shot  Regularization  Knowledge  Classification  Few-Shot  Inference  Language_Model  PDF
• 2021-09-09 MapRE: An Effective Semantic Mapping Approach for Low-resource Relation Extraction    Manqing Dong, Chunguang Pan, Zhipeng Luo arXiv_AI arXiv_AI  Embedding  Knowledge  Pose  Action  Relation  Few-Shot  Relation_Extraction  Prediction  PDF
• 2021-09-08 Adaptive Few-Shot Learning PoC Ultrasound COVID-19 Diagnostic System    Michael Karnes, Shehan Perera, Srikar Adhikari, Alper Yilmaz arXiv_CV arXiv_CV  Knowledge  Deep_Learning  Few-Shot  PDF
• 2021-09-08 Continuous Entailment Patterns for Lexical Inference in Context    Martin Schmitt, Hinrich Schütze arXiv_AI arXiv_AI  Zero-Shot  Self-Supervised  Few-Shot  Inference  Language_Model  PDF
• 2021-09-08 Open Aspect Target Sentiment Classification with Natural Language Prompts    Ronald Seoh, Ian Birle, Mrinal Tak, Haw-Shiuan Chang, Brian Pinette, Alfred Hough arXiv_CL arXiv_CL  Sentiment_Classification  Zero-Shot  Review  Pose  Classification  Sentiment  Few-Shot  PDF
• 2021-09-08 Label Verbalization and Entailment for Effective Zero- and Few-Shot Relation Extraction    Oscar Sainz, Oier Lopez de Lacalle, Gorka Labaka, Ander Barrena, Eneko Agirre arXiv_CL arXiv_CL  Zero-Shot  Action  Relation  Few-Shot  Relation_Extraction  PDF
• 2021-09-08 Discrete and Soft Prompting for Multilingual Models    Mengjie Zhao, Hinrich Schütze arXiv_CL arXiv_CL  Few-Shot  Inference  Language_Model  PDF
• 2021-09-08 NSP-BERT: A Prompt-based Zero-Shot Learner Through an Original Pre-training Task--Next Sentence Prediction    Yi Sun, Yu Zheng, Chao Hao, Hangping Qiu arXiv_AI arXiv_AI  Bert  Zero-Shot  Few-Shot  Language_Model  Prediction  PDF
• 2021-09-07 Fair Comparison: Quantifying Variance in Resultsfor Fine-grained Visual Categorization    Matthew Gwilliam (1 and 2), Adam Teuscher (1), Connor Anderson (1), Ryan Farrell (1) ((1) Brigham Young University, (2) University of Maryland) arXiv_CV arXiv_CV  Classification  Few-Shot  Image_Classification  PDF
• 2021-09-07 CIM: Class-Irrelevant Mapping for Few-Shot Classification    Shuai Shao, Lei Xing, Yixin Chen, Yan-Jiang Wang, Bao-Di Liu, Yicong Zhou arXiv_CV arXiv_CV  Pose  Action  Classification  Few-Shot  PDF
• 2021-09-07 Few-shot Learning via Dependency Maximization and Instance Discriminant Analysis    Zejiang Hou, Sun-Yuan Kung arXiv_AI arXiv_AI  Bert  Pose  Few-Shot  Prediction  PDF
• 2021-09-06 An Empirical Study on Few-shot Knowledge Probing for Pretrained Language Models    Tianxing He, Kyunghyun Cho, James Glass arXiv_AI arXiv_AI  Knowledge  Relation  Few-Shot  Language_Model  PDF
• 2021-09-06 GPT-3 Models are Poor Few-Shot Learners in the Biomedical Domain    Milad Moradi, Kathrin Blagec, Florian Haberl, Matthias Samwald arXiv_AI arXiv_AI  Transformer  Transfer_Learning  Bert  Knowledge  Few-Shot  Medical  Language_Model  PDF
• 2021-09-06 Nearest Neighbour Few-Shot Learning for Cross-lingual Classification    M Saiful Bari, Batool Haider, Saab Mansour arXiv_CL arXiv_CL  Bert  Classification  Few-Shot  Inference  PDF
• 2021-09-04 FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models    Rakesh Chada, Pradeep Natarajan arXiv_AI arXiv_AI  Bert  Pose  Few-Shot  QA  PDF
• 2021-09-04 Weakly Supervised Relative Spatial Reasoning for Visual Question Answering    Pratyay Banerjee, Tejas Gokhale, Yezhou Yang, Chitta Baral arXiv_CV arXiv_CV  Transformer  3D  Weakly_Supervised  Action  Classification  VQA  Few-Shot  Prediction  QA  PDF
• 2021-09-03 Weakly Supervised Few-Shot Segmentation Via Meta-Learning    Pedro H. T. Gama, Hugo Oliveira, José Marcato Junior, Jefersson A. dos Santos arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Weakly_Supervised  Sparse  Knowledge  Pose  Few-Shot  Medical  PDF
• 2021-09-03 Finetuned Language Models Are Zero-Shot Learners    Jason Wei, Maarten Bosma, Vincent Y. Zhao, Kelvin Guu, Adams Wei Yu, Brian Lester, Nan Du, Andrew M. Dai, Quoc V. Le arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Language_Model  QA  PDF
• 2021-09-03 Representing Shape Collections with Alignment-Aware Linear Models    Romain Loiseau, Tom Monnier, Loïc Landrieu, Mathieu Aubry arXiv_CV arXiv_CV  Reconstruction  Segmentation  Point_Cloud  3D  Deep_Learning  Few-Shot  PDF
• 2021-09-03 Video Pose Distillation for Few-Shot, Fine-Grained Sports Action Recognition    James Hong, Matthew Fisher, Michaël Gharbi, Kayvon Fatahalian arXiv_CV arXiv_CV  Recognition  Pose_Estimation  Pose  Action_Recognition  Action  Detection  Few-Shot  Object_Detection  PDF
• 2021-09-03 Self-Taught Cross-Domain Few-Shot Learning with Weakly Supervised Object Localization and Task-Decomposition    Xiyao Liu, Zhong Ji, Yanwei Pang, Zhongfei Zhang arXiv_AI arXiv_AI  Recognition  Weakly_Supervised  Knowledge  Self-Supervised  Pose  Classification  Few-Shot  PDF
• 2021-09-03 Information Symmetry Matters: A Modal-Alternating Propagation Network for Few-Shot Learning    Zhong Ji, Zhishen Hou, Xiyao Liu, Yanwei Pang, Jungong Han arXiv_AI arXiv_AI  Embedding  Pose  Relation  Few-Shot  Visual_Relation  PDF
• 2021-09-02 Do Prompt-Based Models Really Understand the Meaning of their Prompts?    Albert Webson, Ellie Pavlick arXiv_CL arXiv_CL  Few-Shot  Inference  Prediction  PDF
• 2021-09-02 The Functional Correspondence Problem    Zihang Lai, Senthil Purushwalkam, Abhinav Gupta arXiv_CV arXiv_CV  Classification  Few-Shot  PDF
• 2021-09-02 ConQX: Semantic Expansion of Spoken Queries for Intent Detection based on Conditioned Text Generation    Eyup Halit Yilmaz, Cagri Toraman arXiv_AI arXiv_AI  Bert  Zero-Shot  Pose  Detection  Few-Shot  Text_Generation  Language_Model  PDF
• 2021-09-01 Discovering Representation Sprachbund For Multilingual Pre-Training    Yimin Fan, Yaobo Liang, Alexandre Muzio, Hany Hassan, Houqiang Li, Ming Zhou, Nan Duan arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  PDF
• 2021-08-31 Robust Retrieval Augmented Generation for Zero-shot Slot Filling    Michael Glass, Gaetano Rossiello, Md Faisal Mahbub Chowdhury, Alfio Gliozzo arXiv_AI arXiv_AI  Zero-Shot  Knowledge  Knowledge_Graph  Few-Shot  Language_Model  PDF
• 2021-08-30 Semi-Supervised Exaggeration Detection of Health Science Press Releases    Dustin Wright, Isabelle Augenstein arXiv_CL arXiv_CL  Knowledge  Detection  Few-Shot  QA  PDF
• 2021-08-30 Want To Reduce Labeling Cost? GPT-3 Can Help    Shuohang Wang, Yang Liu, Yichong Xu, Chenguang Zhu, Michael Zeng arXiv_AI arXiv_AI  Pose  Few-Shot  Language_Model  PDF
• 2021-08-30 On the Multilingual Capabilities of Very Large-Scale English Language Models    Jordi Armengol-Estapé, Ona de Gibert Bonet, Maite Melero arXiv_AI arXiv_AI  Transformer  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2021-08-30 Differentiable Prompt Makes Pre-trained Language Models Better Few-shot Learners    Ningyu Zhang, Luoqiu Li, Xiang Chen, Shumin Deng, Zhen Bi, Chuanqi Tan, Fei Huang, Huajun Chen arXiv_CL arXiv_CL  Pose  Classification  Few-Shot  Language_Model  PDF
• 2021-08-30 Object-aware Long-short-range Spatial Alignment for Few-Shot Fine-Grained Image Classification    Yike Wu, Bo Zhang, Gang Yu, Weixi Zhang, Bin Wang, Tao Chen, Jiayuan Fan arXiv_CV arXiv_CV  Enhancement  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-08-29 Behind the Scenes: An Exploration of Trigger Biases Problem in Few-Shot Event Classification    Peiyi Wang, Runxin Xu, Tianyu Liu, Damai Dai, Baobao Chang, Zhifang Sui arXiv_CL arXiv_CL  Reconstruction  Adversarial  Pose  Classification  Few-Shot  Prediction  PDF
• 2021-08-29 Event Extraction as Natural Language Generation    I-Hung Hsu, Kuan-Hao Huang, Elizabeth Boschee, Scott Miller, Prem Natarajan, Kai-Wei Chang, Nanyun Peng arXiv_AI arXiv_AI  Zero-Shot  Pose  Action  Classification  Few-Shot  Prediction  PDF
• 2021-08-28 Self-training Improves Pre-training for Few-shot Learning in Task-oriented Dialog Systems    Fei Mi, Wanhao Zhou, Fengyu Cai, Lingjing Kong, Minlie Huang, Boi Faltings arXiv_CL arXiv_CL  Tracking  Bert  Pose  Classification  Few-Shot  Language_Model  Prediction  PDF
• 2021-08-27 Few-Shot Table-to-Text Generation with Prototype Memory    Yixuan Su, Zaiqiao Meng, Simon Baker, Nigel Collier arXiv_CL arXiv_CL  Pose  Few-Shot  Text_Generation  PDF
• 2021-08-27 Binocular Mutual Learning for Improving Few-shot Classification    Ziqi Zhou, Xi Qiu, Jiangtao Xie, Jianan Wu, Chi Zhang arXiv_CV arXiv_CV  Embedding  Knowledge  Pose  Action  Classification  Relation  Few-Shot  Attention  Matching  PDF
• 2021-08-26 A Realistic Study of Auto-regressive Language Models for Named Entity Typing and Recognition    Elena V. Epure, Romain Hennequin arXiv_CL arXiv_CL  Recognition  Zero-Shot  Pose  Few-Shot  Inference  Language_Model  PDF
• 2021-08-26 PoissonSeg: Semi-Supervised Few-Shot Medical Image Segmentation via Poisson Learning    Xiaoang Shen, Guokai Zhang, Huilin Lai, Jihao Luo, Ye Luo, Jianwei Lu arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Represenation_Learning  Pose  Deep_Learning  Relation  Few-Shot  GAN  Medical  PDF
• 2021-08-26 MCML: A Novel Memory-based Contrastive Meta-Learning Method for Few Shot Slot Tagging    Hongru Wang, Zezhong Wang, Gabriel Pui Cheong Fung, Kam-Fai Wong arXiv_AI arXiv_AI  Optimization  Pose  Contrastive_Learning  Deep_Learning  Few-Shot  PDF
• 2021-08-26 Few-shot Visual Relationship Co-localization    Revant Teotia, Vaibhav Mishra, Mayank Maheshwari, Anand Mishra arXiv_AI arXiv_AI  Embedding  Optimization  Pose  Classification  Relation  Few-Shot  Visual_Relation  Inference  PDF
• 2021-08-25 Deep few-shot learning for bi-temporal building change detection    Mehdi Khoshboresh-Masouleh, Reza Shah-Hosseini arXiv_CV arXiv_CV  Pose  Deep_Learning  Detection  Few-Shot  PDF
• 2021-08-25 Learning Class-level Prototypes for Few-shot Learning    Minglei Yuan, Wenhai Wang, Tao Wang, Chunhao Cai, Qian Xu, Tong Lu arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2021-08-24 Prompt-Learning for Fine-Grained Entity Typing    Ning Ding, Yulin Chen, Xu Han, Guangwei Xu, Pengjun Xie, Hai-Tao Zheng, Zhiyuan Liu, Juanzi Li, Hong-Gee Kim arXiv_AI arXiv_AI  Sentiment_Classification  Zero-Shot  Optimization  Knowledge  Self-Supervised  Pose  Classification  Sentiment  Few-Shot  Attention  Inference  Language_Model  PDF
• 2021-08-22 FEDI: Few-shot learning based on Earth Mover's Distance algorithm combined with deep residual network to identify diabetic retinopathy    Liangrui Pan, Boya Ji, Peng Xi, Xiaoqi Wang, Mitchai Chongcheawchamnan, Shaoliang Peng arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2021-08-22 Relational Embedding for Few-Shot Classification    Dahyun Kang, Heeseung Kwon, Juhong Min, Minsu Cho arXiv_CV arXiv_CV  Image_Caption  Embedding  Pose  Classification  Relation  Few-Shot  Attention  PDF
• 2021-08-20 Airbert: In-domain Pretraining for Vision-and-Language Navigation    Pierre-Louis Guhur, Makarand Tapaswi, Shizhe Chen, Ivan Laptev, Cordelia Schmid arXiv_AI arXiv_AI  Image_Caption  Bert  Pose  Few-Shot  Caption  PDF
• 2021-08-20 DeFRCN: Decoupled Faster R-CNN for Few-Shot Object Detection    Limeng Qiao, Yuxuan Zhao, Zhiyuan Li, Xi Qiu, Jianan Wu, Chi Zhang arXiv_CV arXiv_CV  Pose  Classification  Detection  Few-Shot  Object_Detection  PDF
• 2021-08-20 Few Shot Activity Recognition Using Variational Inference    Neeraj Kumar, Siddhansh Narang arXiv_CV arXiv_CV  Embedding  Recognition  RNN  Knowledge  Pose  Action_Recognition  Action  Classification  Few-Shot  Activity  Inference  PDF
• 2021-08-19 Few-shot Segmentation with Optimal Transport Matching and Message Flow    Weide Liu, Chi Zhang, Henghui Ding, Tzu-Yi Hung, Guosheng Lin arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Salient  Pose  Few-Shot  Matching  PDF
• 2021-08-18 Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration without Forgetting    Anna Kukleva, Hilde Kuehne, Bernt Schiele arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2021-08-18 AdapterHub Playground: Simple and Flexible Few-Shot Learning with Adapters    Tilman Beck, Bela Bohlender, Christina Viehmann, Vincent Hane, Yanik Adamson, Jaber Khuri, Jonas Brossmann, Jonas Pfeiffer, Iryna Gurevych arXiv_CL arXiv_CL  Transfer_Learning  OCR  Knowledge  Face  Few-Shot  Language_Model  Prediction  PDF
• 2021-08-18 Few-Shot Batch Incremental Road Object Detection via Detector Fusion    Anuj Tambwekar, Kshitij Agrawal, Anay Majee, Anbumani Subramanian arXiv_AI arXiv_AI  Deep_Learning  Detection  Few-Shot  Object_Detection  PDF
• 2021-08-16 GC-TTS: Few-shot Speaker Adaptation with Geometric Constraints    Ji-Hoon Kim, Sang-Hoon Lee, Ji-Hyun Lee, Hong-Gyu Jung, Seong-Whan Lee arXiv_SD arXiv_SD  Embedding  Speech  Pose  Few-Shot  PDF
• 2021-08-15 Few-Shot Fine-Grained Action Recognition via Bidirectional Attention and Contrastive Meta-Learning    Jiahao Wang, Yunhong Wang, Sheng Liu, Annan Li arXiv_CV arXiv_CV  Recognition  Salient  Pose  Action_Recognition  Action  Few-Shot  Attention  PDF
• 2021-08-14 The SelectGen Challenge: Finding the Best Training Samples for Few-Shot Neural Text Generation    Ernie Chang, Xiaoyu Shen, Alex Marin, Vera Demberg arXiv_CL arXiv_CL  Pose  Few-Shot  Attention  Text_Generation  Language_Model  PDF
• 2021-08-14 A Self-Distillation Embedded Supervised Affinity Attention Model for Few-Shot Segmentation    Qi Zhao, Binghao Liu, Shuchang Lyu, Xu Wang, Yifan Yang arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Knowledge  Pose  Face  Few-Shot  Attention  PDF
• 2021-08-13 FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning    Jing Zhou, Yanan Zheng, Jie Tang, Jian Li, Zhilin Yang arXiv_CL arXiv_CL  Pose  Few-Shot  PDF
• 2021-08-12 How Optimal is Greedy Decoding for Extractive Question Answering?    Or Castel, Ori Ram, Avia Efrat, Omer Levy arXiv_CL arXiv_CL  Zero-Shot  Self-Supervised  Few-Shot  Language_Model  PDF
• 2021-08-12 Weakly Supervised Medical Image Segmentation    Pedro H. T. Gama, Hugo Oliveira, Jefersson A. dos Santos arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Weakly_Supervised  Sparse  Pose  Few-Shot  Medical  PDF
• 2021-08-11 Few-Shot Segmentation with Global and Local Contrastive Learning    Weide Liu, Zhonghua Wu, Henghui Ding, Fayao Liu, Jie Lin, Guosheng Lin arXiv_CV arXiv_CV  Segmentation  Pose  Contrastive_Learning  Action  Few-Shot  PDF
• 2021-08-11 Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised Autoencoder    Hanwen Liang, Qiong Zhang, Peng Dai, Juwei Lu arXiv_CV arXiv_CV  Embedding  Pose  Classification  Relation  Few-Shot  PDF
• 2021-08-11 Prototype Completion for Few-Shot Learning    Baoquan Zhang, Xutao Li, Yunming Ye, Shanshan Feng arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  PDF
• 2021-08-10 Deep Metric Learning for Open World Semantic Segmentation    Jun Cen, Peng Yun, Junhao Cai, Michael Yu Wang, Ming Liu arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Knowledge  Pose  Deep_Learning  Few-Shot  Autonomous  PDF
• 2021-08-09 Noisy Channel Language Model Prompting for Few-Shot Text Classification    Sewon Min, Mike Lewis, Hannaneh Hajishirzi, Luke Zettlemoyer arXiv_AI arXiv_AI  Text_Classification  Pose  Classification  Few-Shot  Language_Model  Recommendation  PDF
• 2021-08-09 Transductive Few-Shot Classification on the Oblique Manifold    Guodong Qi, Huimin Yu, Zhaohui Lu, Shuzhao Li arXiv_CV arXiv_CV  Pose  Action  Classification  Few-Shot  Attention  PDF
• 2021-08-08 ZiGAN: Fine-grained Chinese Calligraphy Font Generation via a Few-shot Style Transfer Approach    Qi Wen, Shuang Li, Bingfeng Han, Yi Yuan arXiv_CV arXiv_CV  Handwriting  Style_Transfer  Knowledge  Pose  Relation  Few-Shot  GAN  PDF
• 2021-08-07 Impact of Aliasing on Generalization in Deep Convolutional Networks    Cristina Vasconcelos, Hugo Larochelle, Vincent Dumoulin, Rob Romijnders, Nicolas Le Roux, Ross Goroshin arXiv_CV arXiv_CV  Review  Classification  Few-Shot  CNN  Image_Classification  PDF
• 2021-08-06 Towards Zero-shot Language Modeling    Edoardo Maria Ponti, Ivan Vulić, Ryan Cotterell, Roi Reichart, Anna Korhonen arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Few-Shot  Language_Model  PDF
• 2021-08-06 Simpler is Better: Few-shot Semantic Segmentation with Classifier Weight Transformer    Zhihe lu, Sen He, Xiatian Zhu, Li Zhang, Yi-Zhe Song, Tao Xiang arXiv_CV arXiv_CV  Transformer  Segmentation  Semantic_Segmentation  Pose  Few-Shot  PDF
• 2021-08-06 Learning Meta-class Memory for Few-Shot Semantic Segmentation    Zhonghua Wu, Xiangxi Shi, Guosheng lin, Jianfei Cai arXiv_CV arXiv_CV  Segmentation  Embedding  Semantic_Segmentation  Pose  Few-Shot  Inference  PDF
• 2021-08-06 Few-shot Unsupervised Domain Adaptation with Image-to-class Sparse Similarity Encoding    Shengqi Huang, Wanqi Yang, Lei Wang, Luping Zhou, Ming Yang arXiv_CV arXiv_CV  Unsupervised  Sparse  Adversarial  Pose  Classification  Relation  Few-Shot  Image_Classification  Matching  PDF
• 2021-08-05 Elaborative Rehearsal for Zero-shot Action Recognition    Shizhe Chen, Dong Huang arXiv_CV arXiv_CV  Recognition  Video_Caption  Zero-Shot  Knowledge  Pose  Action_Recognition  Action  Few-Shot  PDF
• 2021-08-05 Self-Supervised Learning from Unlabeled Fundus Photographs Improves Segmentation of the Retina    Jan Kukačka, Anja Zenz, Marcel Kollovieh, Dominik Jüstel, Vasilis Ntziachristos arXiv_CV arXiv_CV  Segmentation  Self-Supervised  Few-Shot  PDF
• 2021-08-04 Boosting Few-shot Semantic Segmentation with Transformers    Guolei Sun, Yun Liu, Jingyun Liang, Luc Van Gool arXiv_CV arXiv_CV  Transformer  Segmentation  Semantic_Segmentation  Enhancement  Pose  Few-Shot  Attention  CNN  Prediction  PDF
• 2021-08-04 Dynamic Relevance Learning for Few-Shot Object Detection    Weijie Liu, Chong Wang*, Haohe Li, Shenghao Yu, Song Chen, Xulun Ye, Jiafei Wu arXiv_CV arXiv_CV  Pose  Detection  Relation  Few-Shot  Object_Detection  Attention  CNN  Prediction  PDF
• 2021-08-04 Knowledgeable Prompt-tuning: Incorporating Knowledge into Prompt Verbalizer for Text Classification    Shengding Hu, Ning Ding, Huadong Wang, Zhiyuan Liu, Juanzi Li, Maosong Sun arXiv_CL arXiv_CL  Gradient_Descent  Text_Classification  Knowledge  Classification  Few-Shot  Language_Model  PDF
• 2021-08-03 Uniform Sampling over Episode Difficulty    Sébastien M. R. Arnold, Guneet S. Dhillon, Avinash Ravichandran, Stefano Soatto arXiv_AI arXiv_AI  Pose  Few-Shot  PDF
• 2021-08-03 ODIP: Towards Automatic Adaptation for Object Detection by Interactive Perception    Tung-I Chen, Jen-Wei Wang, Winston H. Hsu arXiv_RO arXiv_RO  Detection  Few-Shot  Object_Detection  PDF
• 2021-08-02 From LSAT: The Progress and Challenges of Complex Reasoning    Siyuan Wang, Zhongkun Liu, Wanjun Zhong, Ming Zhou, Zhongyu Wei, Zhumin Chen, Nan Duan arXiv_CL arXiv_CL  Unsupervised  Knowledge  Pose  Action  Few-Shot  Inference  PDF
• 2021-08-02 Recurrent Mask Refinement for Few-Shot Medical Image Segmentation    Hao Tang, Xingwei Liu, Shanlin Sun, Xiangyi Yan, Xiaohui Xie arXiv_CV arXiv_CV  Segmentation  Pose  Relation  Few-Shot  Medical  CNN  PDF
• 2021-08-01 Explainable Deep Few-shot Anomaly Detection with Deviation Networks    Guansong Pang, Choubo Ding, Chunhua Shen, Anton van den Hengel arXiv_AI arXiv_AI  Optimization  Knowledge  Pose  Detection  Few-Shot  PDF
• 2021-08-01 Improving Social Meaning Detection with Pragmatic Masking and Surrogate Fine-Tuning    Chiyu Zhang, Muhammad Abdul-Mageed, AbdelRahim Elmadany, El Moatez Billah Nagoudi arXiv_AI arXiv_AI  Transfer_Learning  Zero-Shot  Pose  Detection  Few-Shot  Denoising  Language_Model  PDF
• 2021-07-31 Learning Few-shot Open-set Classifiers using Exemplar Reconstruction    Sayak Nag, Dripta S. Raychaudhuri, Sujoy Paul, Amit K. Roy-Chowdhury arXiv_CV arXiv_CV  Reconstruction  Recognition  Pose  Action  Classification  Few-Shot  Attention  PDF
• 2021-07-29 Few-Shot and Continual Learning with Attentive Independent Mechanisms    Eugene Lee, Cheng-Han Huang, Chen-Yi Lee arXiv_AI arXiv_AI  Action  Deep_Learning  Few-Shot  PDF
• 2021-07-29 Bayesian Embeddings for Few-Shot Open World Recognition    John Willes, James Harrison, Ali Harakeh, Chelsea Finn, Marco Pavone, Steven Waslander arXiv_CV arXiv_CV  Embedding  Recognition  Classification  Detection  Few-Shot  Autonomous  PDF
• 2021-07-28 Proposal-based Few-shot Sound Event Detection for Speech and Environmental Sounds with Perceivers    Piper Wolters, Chris Daw, Brian Hutchinson, Lauren Phillips arXiv_SD arXiv_SD  Speech  Pose  Deep_Learning  Detection  Few-Shot  Medical  PDF
• 2021-07-28 Pre-train, Prompt, and Predict: A Systematic Survey of Prompting Methods in Natural Language Processing    Pengfei Liu, Weizhe Yuan, Jinlan Fu, Zhengbao Jiang, Hiroaki Hayashi, Graham Neubig arXiv_AI arXiv_AI  Zero-Shot  Review  Survey  Few-Shot  GAN  Language_Model  Prediction  PDF
• 2021-07-28 DeepTeeth: A Teeth-photo Based Human Authentication System for Mobile and Hand-held Devices    Geetika Arora, Rohit K Bharadwaj, Kamlesh Tiwari arXiv_CV arXiv_CV  Embedding  Regularization  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2021-07-27 Automated Human Cell Classification in Sparse Datasets using Few-Shot Learning    Reece Walsh, Mohamed H. Abdelpakey, Mohamed S. Shehata, Mostafa M.Mohamed arXiv_AI arXiv_AI  Optimization  Sparse  Self-Supervised  Classification  Deep_Learning  Few-Shot  Medical  PDF
• 2021-07-27 A New Split for Evaluating True Zero-Shot Action Recognition    Shreyank N Gowda, Laura Sevilla-Lara, Kiyoon Kim, Frank Keller, Marcus Rohrbach arXiv_CV arXiv_CV  Recognition  Zero-Shot  Pose  Action_Recognition  Action  Few-Shot  PDF
• 2021-07-26 H3D-Net: Few-Shot High-Fidelity 3D Head Reconstruction    Eduard Ramon, Gil Triginer, Janna Escur, Albert Pumarola, Jaime Garcia, Xavier Giro-i-Nieto, Francesc Moreno-Noguer arXiv_AI arXiv_AI  Reconstruction  3D  Optimization  Face  Few-Shot  PDF
• 2021-07-26 Meta-Learning Adversarial Domain Adaptation Network for Few-Shot Text Classification    ChengCheng Han, Zeqiu Fan, Dongxiang Zhang, Minghui Qiu, Ming Gao, Aoying Zhou arXiv_AI arXiv_AI  Embedding  Text_Classification  Adversarial  Pose  Classification  Few-Shot  PDF
• 2021-07-26 Meta-FDMixup: Cross-Domain Few-Shot Learning Guided by Labeled Target Data    Yuqian Fu, Yanwei Fu, Yu-Gang Jiang arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2021-07-26 Transductive Maximum Margin Classifier for Few-Shot Learning    Fei Pan, Chunlei Xu, Jie Guo, Yanwen Guo arXiv_CV arXiv_CV  Few-Shot  Prediction  PDF
• 2021-07-26 Temporal Alignment Prediction for Few-Shot Video Classification    Fei Pan, Chunlei Xu, Jie Guo, Yanwen Guo arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Prediction  Video_Classification  PDF
• 2021-07-25 Will Multi-modal Data Improves Few-shot Learning?    Zilun Zhang, Shihao Ma, Yichun Zhang arXiv_CV arXiv_CV  Pose  Quantitative  Classification  Few-Shot  Attention  PDF
• 2021-07-23 Modelling Latent Translations for Cross-Lingual Transfer    Edoardo Maria Ponti, Julia Kreutzer, Ivan Vulić, Siva Reddy arXiv_CL arXiv_CL  Zero-Shot  Pose  NMT  Classification  Few-Shot  Inference  PDF
• 2021-07-23 Class-Incremental Domain Adaptation with Smoothing and Calibration for Surgical Report Generation    Mengya Xu, Mobarakol Islam, Chwee Ming Lim, Hongliang Ren arXiv_CV arXiv_CV  Transformer  Embedding  Pose  Deep_Learning  Few-Shot  Caption  Prediction  PDF
• 2021-07-23 Improving the Generalization of Meta-learning on Unseen Domains via Adversarial Shift    Pinzhuo Tian, Yao Gao arXiv_CV arXiv_CV  Knowledge  Adversarial  Pose  Classification  Few-Shot  PDF
• 2021-07-22 LARGE: Latent-Based Regression through GAN Semantics    Yotam Nitzan, Rinon Gal, Ofir Brenner, Daniel Cohen-Or arXiv_CV arXiv_CV  Unsupervised  Pose  Few-Shot  GAN  PDF
• 2021-07-22 External-Memory Networks for Low-Shot Learning of Targets in Forward-Looking-Sonar Imagery    Isaac J. Sledge, Christopher D. Toole, Joseph A. Maestri, Jose C. Principe arXiv_CV arXiv_CV  Recognition  Zero-Shot  Memory_Networks  Pose  Detection  Few-Shot  CNN  Matching  PDF
• 2021-07-21 Few Shots Is All You Need: A Progressive Few Shot Learning Approach for Low Resource Handwriting Recognition    Mohamed Ali Souibgui, Alicia Fornés, Yousri Kessentini, Beáta Megyesi arXiv_CV arXiv_CV  Unsupervised  Handwriting  Recognition  Pose  Few-Shot  Language_Model  PDF
• 2021-07-20 Characterizing Generalization under Out-Of-Distribution Shifts in Deep Metric Learning    Timo Milbich, Karsten Roth, Samarth Sinha, Ludwig Schmidt, Marzyeh Ghassemi, Björn Ommer arXiv_CV arXiv_CV  Zero-Shot  Pose  Few-Shot  PDF
• 2021-07-20 Boosting few-shot classification with view-learnable contrastive learning    Xu Luo, Yuxuan Chen, Liangjian Wen, Lili Pan, Zenglin Xu arXiv_CV arXiv_CV  Embedding  Contrastive_Learning  Classification  Few-Shot  PDF
• 2021-07-19 Hierarchical Few-Shot Imitation with Skill Transition Models    Kourosh Hakhamaneshi, Ruihan Zhao, Albert Zhan, Pieter Abbeel, Michael Laskin arXiv_AI arXiv_AI  Reinforcement_Learning  Few-Shot  Autonomous  PDF
• 2021-07-19 Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning    Kai Zhu, Yang Cao, Wei Zhai, Jie Cheng, Zheng-Jun Zha arXiv_CV arXiv_CV  Embedding  Optimization  Pose  Relation  Few-Shot  GAN  PDF
• 2021-07-16 Rectifying the Shortcut Learning of Background: Shared Object Concentration for Few-Shot Image Recognition    Xu Luo, Longhui Wei, Liangjian Wen, Jinrong Yang, Lingxi Xie, Zenglin Xu, Qi Tian arXiv_CV arXiv_CV  Recognition  Knowledge  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-07-15 Multi-Level Contrastive Learning for Few-Shot Problems    Qing Chen, Jian Zhang arXiv_CV arXiv_CV  Pose  Contrastive_Learning  Few-Shot  PDF
• 2021-07-15 FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark    Liang Xu, Xiaojing Lu, Chenyang Yuan, Xuanwei Zhang, Hu Yuan, Huilin Xu, Guoao Wei, Xiang Pan, Hai Hu arXiv_AI arXiv_AI  Zero-Shot  Classification  Few-Shot  Language_Model  PDF
• 2021-07-15 Wordcraft: a Human-AI Collaborative Editor for Story Writing    Andy Coenen, Luke Davis, Daphne Ippolito, Emily Reif, Ann Yuan arXiv_CL arXiv_CL  Transformer  Pose  Face  Action  Few-Shot  Language_Model  PDF
• 2021-07-15 FLEX: Unifying Evaluation for Few-Shot NLP    Jonathan Bragg, Arman Cohan, Kyle Lo, Iz Beltagy arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Language_Model  PDF
• 2021-07-14 Leveraging Hierarchical Structures for Few-Shot Musical Instrument Recognition    Hugo Flores Garcia, Aldo Aguilar, Ethan Manilow, Bryan Pardo arXiv_SD arXiv_SD  Recognition  Classification  Deep_Learning  Relation  Few-Shot  Inference  PDF
• 2021-07-14 Few-shot Neural Human Performance Rendering from Sparse RGBD Videos    Anqi Pang, Xin Chen, Haimin Luo, Minye Wu, Jingyi Yu, Lan Xu arXiv_AI arXiv_AI  Sparse  Adversarial  Pose  Few-Shot  PDF
• 2021-07-13 Zero-shot Speech Translation    Tu Anh Dinh arXiv_CL arXiv_CL  Recognition  Zero-Shot  Speech  Few-Shot  Speech_Recognition  Inference  PDF
• 2021-07-12 Few-shot Language Coordination by Modeling Theory of Mind    Hao Zhu, Graham Neubig, Yonatan Bisk arXiv_CL arXiv_CL  Action  Few-Shot  PDF
• 2021-07-12 Few-shot Learning with Global Relatedness Decoupled-Distillation    Yuan Zhou, Yanrong Guo, Shijie Hao, Richang Hong, Zhen junzha, Meng Wang arXiv_CV arXiv_CV  Sparse  Knowledge  Pose  Few-Shot  PDF
• 2021-07-11 Multilingual and crosslingual speech recognition using phonological-vector based phone embeddings    Chengrui Zhu, Keyu An, Huahuan Zheng, Zhijian Ou arXiv_CL arXiv_CL  Embedding  Recognition  Zero-Shot  Speech  Pose  Action  Few-Shot  Speech_Recognition  PDF
• 2021-07-11 Towards Accurate Localization by Instance Search    Yi-Geng Hong, Hui-Chu Xiao, Wan-Lei Zhao arXiv_CV arXiv_CV  Weakly_Supervised  Pose  Face  Detection  Few-Shot  Object_Detection  PDF
• 2021-07-11 ReconVAT: A Semi-Supervised Automatic Music Transcription Framework for Low-Resource Real-World Data    Kin Wai Cheuk, Dorien Herremans, Li Su arXiv_SD arXiv_SD  Reconstruction  Adversarial  Pose  Few-Shot  PDF
• 2021-07-11 Learn from Anywhere: Rethinking Generalized Zero-Shot Learning with Limited Supervision    Gaurav Bhatt, Shivam Chandok, Vineeth N Balasubramanian arXiv_AI arXiv_AI  Zero-Shot  Few-Shot  PDF
• 2021-07-10 Few-Shot Domain Adaptation with Polymorphic Transformers    Shaohua Li, Xiuchao Sui, Jie Fu, Huazhu Fu, Xiangde Luo, Yangqin Feng, Xinxing Xu, Yong Liu, Daniel Ting, Rick Siow Mong Goh arXiv_CV arXiv_CV  Transformer  Segmentation  Embedding  Pose  Action  Few-Shot  Medical  PDF
• 2021-07-10 TTAN: Two-Stage Temporal Alignment Network for Few-shot Action Recognition    Shuyuan Li, Huabin Liu, Rui Qian, Yuxi Li, John See, Mengjuan Fei, Xiaoyuan Yu, Weiyao Lin arXiv_CV arXiv_CV  Recognition  Pose  Action_Recognition  Action  Few-Shot  Attention  PDF
• 2021-07-07 On Training Instance Selection for Few-Shot Neural Text Generation    Ernie Chang, Xiaoyu Shen, Hui-Syuan Yeh, Vera Demberg arXiv_CL arXiv_CL  Pose  Few-Shot  Attention  Summarization  Text_Generation  Language_Model  PDF
• 2021-07-07 Learn to Learn Metric Space for Few-Shot Segmentation of 3D Shapes    Xiang Li, Lingjing Wang, Yi Fang arXiv_CV arXiv_CV  Segmentation  Embedding  3D  Pose  Few-Shot  Matching  PDF
• 2021-07-06 Finding Significant Features for Few-Shot Learning using Dimensionality Reduction    Mauricio Mendez-Ruiz, Ivan Garcia Jorge Gonzalez-Zapata, Gilberto Ochoa-Ruiz, Andres Mendez-Vazquez arXiv_CV arXiv_CV  Classification  Few-Shot  Prediction  PDF
• 2021-07-06 Probabilistic Graph Reasoning for Natural Proof Generation    Changzhi Sun, Xinbo Zhang, Jiangjie Chen, Chun Gan, Yuanbin Wu, Jiaze Chen, Hao Zhou, Lei Li arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  Prediction  QA  PDF
• 2021-07-05 ERNIE 3.0: Large-scale Knowledge Enhanced Pre-training for Language Understanding and Generation    Yu Sun, Shuohuan Wang, Shikun Feng, Siyu Ding, Chao Pang, Junyuan Shang, Jiaxiang Liu, Xuyi Chen, Yanbin Zhao, Yuxiang Lu, Weixin Liu, Zhihua Wu, Weibao Gong, Jianzhong Liang, Zhizhou Shang, Peng Sun, Wei Liu, Xuan Ouyang, Dianhai Yu, Hao Tian, Hua Wu, Haifeng Wang arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Knowledge_Graph  Pose  Few-Shot  Language_Model  PDF
• 2021-07-01 Improving Task Adaptation for Cross-domain Few-shot Learning    Wei-Hong Li, Xialei Liu, Hakan Bilen arXiv_CV arXiv_CV  Classification  Few-Shot  CNN  PDF
• 2021-07-01 Few-Shot Learning with a Strong Teacher    Han-Jia Ye, Lu Ming, De-Chuan Zhan, Wei-Lun Chao arXiv_AI arXiv_AI  Pose  Few-Shot  PDF
• 2021-06-30 How to Train Your MAML to Excel in Few-Shot Classification    Han-Jia Ye, Wei-Lun Chao arXiv_AI arXiv_AI  Face  Classification  Few-Shot  PDF
• 2021-06-29 SIMPL: Generating Synthetic Overhead Imagery to Address Zero-shot and Few-Shot Detection Problems    Yang Xu, Bohao Huang, Xiong Luo, Kyle Bradbury, Jordan M. Malof arXiv_CV arXiv_CV  Zero-Shot  Detection  Few-Shot  Object_Detection  PDF
• 2021-06-29 Few-Shot Electronic Health Record Coding through Graph Contrastive Learning    Shanshan Wang, Pengjie Ren, Zhumin Chen, Zhaochun Ren, Huasheng Liang, Qiang Yan, Evangelos Kanoulas, Maarten de Rijke arXiv_AI arXiv_AI  Contrastive_Learning  Classification  Relation  Few-Shot  PDF
• 2021-06-29 Representation based meta-learning for few-shot spoken intent recognition    Ashish Mittal, Samarth Bharadwaj, Shreya Khare, Saneem Chemmengath, Karthik Sankaranarayanan, Brian Kingsbury arXiv_CL arXiv_CL  Recognition  Speech  Pose  Face  Classification  Detection  Few-Shot  Prediction  PDF
• 2021-06-29 Learning from Miscellaneous Other-Class Words for Few-shot Named Entity Recognition    Meihan Tong, Shuai Wang, Bin Xu, Yixin Cao, Minghui Liu, Lei Hou, Juanzi Li arXiv_CL arXiv_CL  Recognition  Knowledge  Pose  Few-Shot  PDF
• 2021-06-28 High-dimensional separability for one- and few-shot learning    Alexander N. Gorban, Bogdan Grechuk, Evgeny M. Mirkes, Sergey V. Stasenko, Ivan Y. Tyukin arXiv_AI arXiv_AI  Embedding  Few-Shot  CNN  PDF
• 2021-06-28 What's in a Measurement? Using GPT-3 on SemEval 2021 Task 8 -- MeasEval    Curt Kohler, Ron Daniel Jr arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2021-06-28 Dizygotic Conditional Variational AutoEncoder for Multi-Modal and Partial Modality Absent Few-Shot Learning    Yi Zhang, Sheng Huang, Xi Peng, Dan Yang arXiv_AI arXiv_AI  Classification  Few-Shot  PDF
• 2021-06-27 Few-Shot Domain Expansion for Face Anti-Spoofing    Bowen Yang, Jing Zhang, Zhenfei Yin, Jing Shao arXiv_CV arXiv_CV  Style_Transfer  Recognition  Pose  Face  Few-Shot  Face_Recognition  PDF
• 2021-06-26 Generalized Zero-Shot Learning using Multimodal Variational Auto-Encoder with Semantic Concepts    Nihar Bendre, Kevin Desai, Peyman Najafirad arXiv_AI arXiv_AI  Reconstruction  Embedding  Zero-Shot  Knowledge  Pose  Classification  Few-Shot  Prediction  PDF
• 2021-06-25 Multimodal Few-Shot Learning with Frozen Language Models    Maria Tsimpoukelli, Jacob Menick, Serkan Cabi, S.M. Ali Eslami, Oriol Vinyals, Felix Hill arXiv_CV arXiv_CV  Embedding  Knowledge  VQA  Few-Shot  Caption  Language_Model  PDF
• 2021-06-25 Single Image Texture Translation for Data Augmentation    Boyi Li, Yin Cui, Tsung-Yi Lin, Serge Belongie arXiv_AI arXiv_AI  Recognition  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-06-25 Circumpapillary OCT-Focused Hybrid Learning for Glaucoma Grading Using Tailored Prototypical Neural Networks    Gabriel García, Rocío del Amor, Adrián Colomer, Rafael Verdú-Monedero, Juan Morales-Sánchez, Valery Naranjo arXiv_CV arXiv_CV  Pose  Deep_Learning  Detection  Few-Shot  Attention  PDF
• 2021-06-24 Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models    Robert L. Logan IV, Ivana Balažević, Eric Wallace, Fabio Petroni, Sameer Singh, Sebastian Riedel arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2021-06-23 Mutual-Information Based Few-Shot Classification    Malik Boudiaf, Ziko Imtiaz Masud, Jérôme Rony, Jose Dolz, Ismail Ben Ayed, Pablo Piantanida arXiv_CV arXiv_CV  Optimization  Pose  Classification  Relation  Few-Shot  Inference  Prediction  PDF
• 2021-06-22 Long-term Cross Adversarial Training: A Robust Meta-learning Method for Few-shot Classification Tasks    Fan Liu, Shuyu Zhao, Xuelong Dai, Bin Xiao arXiv_CV arXiv_CV  Adversarial  Pose  Classification  Few-Shot  PDF
• 2021-06-22 Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification    Dong Hoon Lee, Sae-Young Chung arXiv_CV arXiv_CV  Reconstruction  Embedding  Unsupervised  Pose  Classification  Few-Shot  PDF
• 2021-06-21 TNT: Text-Conditioned Network with Transductive Inference for Few-Shot Video Classification    Andrés Villa, Juan-Manuel Perez-Rua, Vladimir Araujo, Juan Carlos Niebles, Victor Escorcia, Alvaro Soto arXiv_CV arXiv_CV  Recognition  Pose  Action  Classification  Few-Shot  Image_Classification  Inference  Video_Classification  PDF
• 2021-06-21 Crop-Transform-Paste: Self-Supervised Learning for Visual Tracking    Xin Li, Wenjie Pei, Zikun Zhou, Zhenyu He, Huchuan Lu, Ming-Hsuan Yang arXiv_CV arXiv_CV  Tracking  Represenation_Learning  Self-Supervised  Pose  Few-Shot  PDF
• 2021-06-21 Trainable Class Prototypes for Few-Shot Learning    Jianyi Li, Guizhong Liu arXiv_AI arXiv_AI  Unsupervised  Self-Supervised  Pose  Classification  Few-Shot  Attention  PDF
• 2021-06-20 Task Attended Meta-Learning for Few-Shot Learning    Aroof Aimen, Sahil Sidheekh, Narayanan C. Krishnan arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  Attention  PDF
• 2021-06-17 Episode Adaptive Embedding Networks for Few-shot Learning    Fangbing Liu, Qing Wang arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  PDF
• 2021-06-16 SPeCiaL: Self-Supervised Pretraining for Continual Learning    Lucas Caccia, Joelle Pineau arXiv_CV arXiv_CV  Unsupervised  Knowledge  Self-Supervised  Few-Shot  PDF
• 2021-06-16 Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation    Haoxiang Wang, Han Zhao, Bo Li arXiv_CV arXiv_CV  Optimization  Classification  Few-Shot  Image_Classification  Prediction  PDF
• 2021-06-16 Transductive Few-Shot Learning: Clustering is All You Need?    Imtiaz Masud Ziko, Malik Boudiaf, Jose Dolz, Eric Granger, Ismail Ben Ayed arXiv_CV arXiv_CV  Optimization  Regularization  Pose  Few-Shot  PDF
• 2021-06-16 ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-shot Learning    Chaofan Chen, Xiaoshan Yang, Changsheng Xu, Xuhui Huang, Zhe Ma arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Relation  Few-Shot  Inference  PDF
• 2021-06-15 Interpretable Self-supervised Multi-task Learning for COVID-19 Information Retrieval and Extraction    Nima Ebadi, Peyman Najafirad arXiv_CL arXiv_CL  Self-Supervised  Pose  Action  Few-Shot  PDF
• 2021-06-15 Question Answering Infused Pre-training of General-Purpose Contextualized Representations    Robin Jia, Mike Lewis, Luke Zettlemoyer arXiv_CL arXiv_CL  Recognition  Bert  Zero-Shot  Pose  Detection  Sentiment  Few-Shot  Prediction  QA  PDF
• 2021-06-15 Contextualizing Multiple Tasks via Learning to Decompose    Han-Jia Ye, Da-Wei Zhou, Lanqing Hong, Zhenguo Li, Xiu-Shen Wei, De-Chuan Zhan arXiv_CV arXiv_CV  Recognition  Pose  Classification  Relation  Few-Shot  Image_Classification  PDF
• 2021-06-14 Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data    Ashraful Islam, Chun-Fu Chen, Rameswar Panda, Leonid Karlinsky, Rogerio Feris, Richard J. Radke arXiv_CV arXiv_CV  Recognition  Regularization  Pose  Classification  Few-Shot  Prediction  Matching  PDF
• 2021-06-14 Flow Guided Transformable Bottleneck Networks for Motion Retargeting    Jian Ren, Menglei Chai, Oliver J. Woodford, Kyle Olszewski, Sergey Tulyakov arXiv_CV arXiv_CV  3D  Pose  Quantitative  Few-Shot  Attention  PDF
• 2021-06-14 Few-shot learning of new sound classes for target sound extraction    Marc Delcroix, Jorge Bennasar Vázquez, Tsubasa Ochiai, Keisuke Kinoshita, Shoko Araki arXiv_SD arXiv_SD  Embedding  Speech  Pose  Action  Few-Shot  PDF
• 2021-06-13 GenSF: Simultaneous Adaptation of Generative Pre-trained Models and Slot Filling    Shikib Mehri, Maxine Eskenazi arXiv_AI arXiv_AI  Transfer_Learning  Zero-Shot  Few-Shot  PDF
• 2021-06-13 NDPNet: A novel non-linear data projection network for few-shot fine-gained image classification    Weichuan Zhangy, Xuefang Liuy, Zhe Xue, Yongsheng Gao, Changming Sun arXiv_CV arXiv_CV  Embedding  Pose  Action  Classification  Relation  Few-Shot  Image_Classification  PDF
• 2021-06-12 D2C: Diffusion-Denoising Models for Few-shot Conditional Generation    Abhishek Sinha, Jiaming Song, Chenlin Meng, Stefano Ermon arXiv_AI arXiv_AI  Self-Supervised  Few-Shot  Denoising  GAN  PDF
• 2021-06-11 Learning Compositional Shape Priors for Few-Shot 3D Reconstruction    Mateusz Michalkiewicz, Stavros Tsogkas, Sarah Parisot, Mahsa Baktashmotlagh, Anders Eriksson, Eugene Belilovsky arXiv_CV arXiv_CV  Reconstruction  3D  Zero-Shot  Pose  Few-Shot  CNN  Inference  PDF
• 2021-06-10 AUGNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation    Xinnuo Xu, Guoyin Wang, Young-Bum Kim, Sungjin Lee arXiv_CL arXiv_CL  Transfer_Learning  Pose  Few-Shot  PDF
• 2021-06-10 Learning to Affiliate: Mutual Centralized Learning for Few-shot Classification    Yang Liu, Weifeng Zhang, Chao Xiang, Tu Zheng, Deng Cai arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2021-06-10 Graph Symbiosis Learning    Liang Zeng, Jin Xu, Zijun Yao, Yanqiao Zhu, Jian Li arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Few-Shot  Prediction  PDF
• 2021-06-09 Tensor feature hallucination for few-shot learning    Michalis Lazarou, Yannis Avrithis, Tania Stathaki arXiv_CV arXiv_CV  Classification  Few-Shot  GAN  PDF
• 2021-06-08 Are Pretrained Transformers Robust in Intent Classification? A Missing Ingredient in Evaluation of Out-of-Scope Intent Detection    Jian-Guo Zhang, Kazuma Hashimoto, Yao Wan, Ye Liu, Caiming Xiong, Philip S. Yu arXiv_AI arXiv_AI  Transformer  Recognition  Classification  Detection  Few-Shot  PDF
• 2021-06-08 Scaling Vision Transformers    Xiaohua Zhai, Alexander Kolesnikov, Neil Houlsby, Lucas Beyer arXiv_AI arXiv_AI  Transformer  Relation  Few-Shot  Attention  Language_Model  PDF
• 2021-06-08 Parameter-efficient Multi-task Fine-tuning for Transformers via Shared Hypernetworks    Rabeeh Karimi Mahabadi, Sebastian Ruder, Mostafa Dehghani, James Henderson arXiv_CL arXiv_CL  Transformer  Knowledge  Few-Shot  Language_Model  PDF
• 2021-06-08 Reinforced Few-Shot Acquisition Function Learning for Bayesian Optimization    Bing-Jing Hsieh, Ping-Chun Hsieh, Xi Liu arXiv_AI arXiv_AI  Optimization  Regularization  Pose  Few-Shot  PDF
• 2021-06-08 Few-Shot Action Localization without Knowing Boundaries    Ting-Ting Xie, Christos Tzelepis, Fan Fu, Ioannis Patras arXiv_CV arXiv_CV  Knowledge  Action_Localization  Pose  Action  Few-Shot  Attention  Activity  PDF
• 2021-06-07 Lexicon Learning for Few-Shot Neural Sequence Modeling    Ekin Akyürek, Jacob Andreas arXiv_CL arXiv_CL  Few-Shot  PDF
• 2021-06-07 Few-Shot Unsupervised Image-to-Image Translation on complex scenes    Luca Barras, Samuel Chassot, Daniel Filipe Nunes Silva arXiv_CV arXiv_CV  Unsupervised  Pose  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2021-06-06 Few-shot segmentation of medical images based on meta-learning with implicit gradients    Rabindra Khadga, Debesh Jha, Sharib Ali, Steven Hicks, Vajira Thambawita, Michael A. Riegler, Pål Halvorsen arXiv_CV arXiv_CV  Segmentation  Optimization  Knowledge  Pose  Quantitative  Few-Shot  Medical  PDF
• 2021-06-06 DAMSL: Domain Agnostic Meta Score-based Learning    John Cai, Bill Cai, Shengmei Shen arXiv_AI arXiv_AI  Embedding  Pose  Relation  Few-Shot  PDF
• 2021-06-06 Self-Damaging Contrastive Learning    Ziyu Jiang, Tianlong Chen, Bobak Mortazavi, Zhangyang Wang arXiv_CV arXiv_CV  Unsupervised  Represenation_Learning  Pose  Contrastive_Learning  Few-Shot  PDF
• 2021-06-05 Meta-Learning with Variational Semantic Memory for Word Sense Disambiguation    Yingjun Du, Nithin Holla, Xiantong Zhen, Cees G.M. Snoek, Ekaterina Shutova arXiv_CL arXiv_CL  Pose  Face  Few-Shot  Inference  PDF
• 2021-06-05 Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition    Yihong Dong, Ying Peng, Muqiao Yang, Songtao Lu, Qingjiang Shi arXiv_AI arXiv_AI  Transformer  Recognition  Knowledge  Pose  Deep_Learning  Few-Shot  Attention  PDF
• 2021-06-04 Improve the Interpretability of Attention: A Fast, Accurate, and Interpretable High-Resolution Attention Model    Tristan Gomez, Suiyi Ling, Thomas Fréour, Harold Mouchère arXiv_CV arXiv_CV  Person_Re-identification  Pose  Classification  Few-Shot  Attention  Re-identification  Image_Classification  Prediction  PDF
• 2021-06-04 Entity Concept-enhanced Few-shot Relation Extraction    Shan Yang, Yongfei Zhang, Guanglin Niu, Qinghua Zhao, Shiliang Pu arXiv_AI arXiv_AI  Embedding  Knowledge  Pose  Action  Classification  Relation  Few-Shot  Relation_Extraction  Attention  Prediction  PDF
• 2021-06-04 Bi-Granularity Contrastive Learning for Post-Training in Few-Shot Scene    Ruikun Luo, Guanhuan Huang, Xiaojun Quan arXiv_CL arXiv_CL  Pose  Contrastive_Learning  Few-Shot  Language_Model  PDF
• 2021-06-04 Few-Shot Segmentation via Cycle-Consistent Transformer    Gengwei Zhang, Guoliang Kang, Yunchao Wei, Yi Yang arXiv_CV arXiv_CV  Transformer  Segmentation  Semantic_Segmentation  Pose  Relation  Few-Shot  Attention  Prediction  PDF
• 2021-06-03 Stochastic Whitening Batch Normalization    Shengdong Zhang, Ehsan Nezhadarya, Homa Fashandi, Jiayi Liu, Darin Graham, Mohak Shah arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-06-03 Template-Based Named Entity Recognition Using BART    Leyang Cui, Yu Wu, Jian Liu, Sen Yang, Yue Zhang arXiv_CL arXiv_CL  Recognition  Bert  Knowledge  Pose  Few-Shot  Inference  Language_Model  PDF
• 2021-06-03 Reordering Examples Helps during Priming-based Few-Shot Learning    Sawan Kumar, Partha Talukdar arXiv_CL arXiv_CL  Sentiment_Classification  Pose  Classification  Sentiment  Few-Shot  Inference  Language_Model  PDF
• 2021-06-03 Few-shot Knowledge Graph-to-Text Generation with Pretrained Language Models    Junyi Li, Tianyi Tang, Wayne Xin Zhao, Zhicheng Wei, Nicholas Jing Yuan, Ji-Rong Wen arXiv_CL arXiv_CL  Knowledge  Knowledge_Graph  Relation  Few-Shot  Text_Generation  Language_Model  PDF
• 2021-06-03 ZmBART: An Unsupervised Cross-lingual Transfer Framework for Language Generation    Kaushal Kumar Maurya, Maunendra Sankar Desarkar, Yoshinobu Kano, Kumari Deepshikha arXiv_AI arXiv_AI  Unsupervised  Zero-Shot  Pose  Relation  Few-Shot  Denoising  Summarization  PDF
• 2021-06-03 A Systematic Investigation of KB-Text Embedding Alignment at Scale    Vardaan Pahuja, Yu Gu, Wenhu Chen, Mehdi Bahrami, Lei Liu, Wei-Peng Chen, Yu Su arXiv_CL arXiv_CL  Embedding  Knowledge  Few-Shot  Prediction  PDF
• 2021-06-02 Personalizing Pre-trained Models    Mina Khan, P Srivatsa, Advait Rane, Shriram Chenniappa, Asadali Hazariwala, Pattie Maes arXiv_CV arXiv_CV  Image_Caption  Weakly_Supervised  Represenation_Learning  Self-Supervised  Few-Shot  PDF
• 2021-06-02 Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions?    Jieyu Zhao, Daniel Khashabi, Tushar Khot, Ashish Sabharwal, Kai-Wei Chang arXiv_AI arXiv_AI  Zero-Shot  Pose  Few-Shot  Language_Model  Prediction  QA  PDF
• 2021-06-02 One Representation to Rule Them All: Identifying Out-of-Support Examples in Few-shot Learning with Generic Representations    Henry Kvinge, Scott Howland, Nico Courts, Lauren A. Phillips, John Buckheit, Zachary New, Elliott Skomski, Jung H. Lee, Sandeep Tiwari, Jessica Hibler, Courtney D. Corley, Nathan O. Hodas arXiv_AI arXiv_AI  Pose  Detection  Few-Shot  PDF
• 2021-06-02 Minimax and Neyman-Pearson Meta-Learning for Outlier Languages    Edoardo Maria Ponti, Rahul Aralikatte, Disha Shrivastava, Siva Reddy, Anders Søgaard arXiv_CL arXiv_CL  Speech  Pose  Few-Shot  PDF
• 2021-06-02 Few-Shot Partial-Label Learning    Yunfeng Zhao, Guoxian Yu, Lei Liu, Zhongmin Yan, Lizhen Cui, Carlotta Domeniconi arXiv_AI a