Few-Shot

Few-Shot

• 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 arXiv_AI  Embedding  Few-Shot  PDF
• 2021-06-01 Prior-Enhanced Few-Shot Segmentation with Meta-Prototypes    Jian-Wei Zhang, Lei Lv, Yawei Luo, Hao-Zhe Feng, Yi Yang, Wei Chen arXiv_CV arXiv_CV  Segmentation  Knowledge  Pose  Action  Few-Shot  PDF
• 2021-06-01 Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation    Binghao Liu, Yao Ding, Jianbin Jiao, Xiangyang Ji, Qixiang Ye arXiv_CV arXiv_CV  Reconstruction  Segmentation  Semantic_Segmentation  Pose  Few-Shot  PDF
• 2021-05-31 An Exploratory Analysis of Multilingual Word-Level Quality Estimation with Cross-Lingual Transformers    Tharindu Ranasinghe, Constantin Orasan, Ruslan Mitkov arXiv_AI arXiv_AI  Transformer  Zero-Shot  Pose  Few-Shot  PDF
• 2021-05-31 Effect of large-scale pre-training on full and few-shot transfer learning for natural and medical images    Mehdi Cherti, Jenia Jitsev arXiv_AI arXiv_AI  Transfer_Learning  Few-Shot  Medical  PDF
• 2021-05-30 Knowledge Transfer for Few-shot Segmentation of Novel White Matter Tracts    Qi Lu, Chuyang Ye arXiv_CV arXiv_CV  Segmentation  Knowledge  Pose  Few-Shot  CNN  PDF
• 2021-05-29 Multi-Label Few-Shot Learning for Aspect Category Detection    Mengting Hu, Shiwan Zhao, Honglei Guo, Chao Xue, Hang Gao, Tiegang Gao, Renhong Cheng, Zhong Su arXiv_CL arXiv_CL  Pose  Detection  Sentiment  Few-Shot  Attention  Inference  Prediction  PDF
• 2021-05-28 Towards More Equitable Question Answering Systems: How Much More Data Do You Need?    Arnab Debnath, Navid Rajabi, Fardina Fathmiul Alam, Antonios Anastasopoulos arXiv_CL arXiv_CL  Few-Shot  QA  PDF
• 2021-05-27 ProtAugment: Unsupervised diverse short-texts paraphrasing for intent detection meta-learning    Thomas Dopierre, Christophe Gravier, Wilfried Logerais arXiv_AI arXiv_AI  Unsupervised  Pose  Classification  Detection  Few-Shot  Language_Model  PDF
• 2021-05-26 Unsupervised Pronoun Resolution via Masked Noun-Phrase Prediction    Ming Shen, Pratyay Banerjee, Chitta Baral arXiv_CL arXiv_CL  Unsupervised  Bert  Pose  Few-Shot  Prediction  PDF
• 2021-05-25 Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling    Yutai Hou, Yongkui Lai, Cheng Chen, Wanxiang Che, Ting Liu arXiv_AI arXiv_AI  Pose  Detection  Relation  Few-Shot  PDF
• 2021-05-25 Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images    Wentao Chen, Chenyang Si, Wei Wang, Liang Wang, Zilei Wang, Tieniu Tan arXiv_CV arXiv_CV  Unsupervised  Represenation_Learning  Self-Supervised  Pose  Classification  Few-Shot  PDF
• 2021-05-25 Bridging Few-Shot Learning and Adaptation: New Challenges of Support-Query Shift    Etienne Bennequin, Victor Bouvier, Myriam Tami, Antoine Toubhans, Céline Hudelot arXiv_CV arXiv_CV  Unsupervised  Pose  Few-Shot  PDF
• 2021-05-25 Improving Few-shot Learning with Weakly-supervised Object Localization    Inyong Koo, Minki Jeong, Changick Kim arXiv_CV arXiv_CV  Embedding  Pose  Few-Shot  PDF
• 2021-05-24 True Few-Shot Learning with Language Models    Ethan Perez, Douwe Kiela, Kyunghyun Cho arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2021-05-24 Few-Shot Upsampling for Protest Size Detection    Andrew Halterman, Benjamin J. Radford arXiv_CL arXiv_CL  Transformer  Weakly_Supervised  Zero-Shot  Pose  Action  Detection  Few-Shot  Language_Model  PDF
• 2021-05-24 PTR: Prompt Tuning with Rules for Text Classification    Xu Han, Weilin Zhao, Ning Ding, Zhiyuan Liu, Maosong Sun arXiv_CL arXiv_CL  Sentiment_Classification  Text_Classification  Knowledge  Pose  Classification  Relation  Sentiment  Few-Shot  Inference  Language_Model  PDF
• 2021-05-24 Dynamic Class Queue for Large Scale Face Recognition In the Wild    Bi Li, Teng Xi, Gang Zhang, Haocheng Feng, Junyu Han, Jingtuo Liu, Errui Ding, Wenyu Liu arXiv_CV arXiv_CV  Recognition  Represenation_Learning  Pose  Face  Classification  Few-Shot  Face_Recognition  PDF
• 2021-05-22 Semi-Supervised Few-Shot Classification with Deep Invertible Hybrid Models    Yusuke Ohtsubo, Tetsu Matsukawa, Einoshin Suzuki arXiv_CV arXiv_CV  Pose  Face  Classification  Few-Shot  GAN  PDF
• 2021-05-21 Intriguing Properties of Vision Transformers    Muzammal Naseer, Kanchana Ranasinghe, Salman Khan, Munawar Hayat, Fahad Shahbaz Khan, Ming-Hsuan Yang arXiv_AI arXiv_AI  Transformer  Segmentation  Semantic_Segmentation  Recognition  Adversarial  Classification  Few-Shot  Attention  CNN  PDF
• 2021-05-21 Compositional Fine-Grained Low-Shot Learning    Dat Huynh, Ehsan Elhamifar arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2021-05-21 Learning from My Friends: Few-Shot Personalized Conversation Systems via Social Networks    Zhiliang Tian, Wei Bi, Zihan Zhang, Dongkyu Lee, Yiping Song, Nevin L. Zhang arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  PDF
• 2021-05-21 Towards a Universal NLG for Dialogue Systems and Simulators with Future Bridging    Philipp Ennen, Yen-Ting Lin, Ali Girayhan Ozbay, Ferdinando Insalata, Ye Tian, Sepehr Jalali, Da-shan Shiu arXiv_AI arXiv_AI  Pose  Few-Shot  PDF
• 2021-05-21 Aligning Visual Prototypes with BERT Embeddings for Few-Shot Learning    Kun Yan, Zied Bouraoui, Ping Wang, Shoaib Jameel, Steven Schockaert arXiv_CV arXiv_CV  Embedding  Bert  Pose  Few-Shot  Language_Model  PDF
• 2021-05-20 Adaptive Knowledge-Enhanced Bayesian Meta-Learning for Few-shot Event Detection    Shirong Shen, Tongtong Wu, Guilin Qi, Yuan-Fang Li, Gholamreza Haffari, Sheng Bi arXiv_AI arXiv_AI  Knowledge  Pose  Detection  Few-Shot  PDF
• 2021-05-20 Generalized Few-Shot Object Detection without Forgetting    Zhibo Fan, Yuchen Ma, Zeming Li, Jian Sun arXiv_CV arXiv_CV  Transfer_Learning  Knowledge  Detection  Few-Shot  Object_Detection  PDF
• 2021-05-19 Joint Calibrationless Reconstruction and Segmentation of Parallel MRI    Aniket Pramanik, Xiaodong Wu, Mathews Jacob arXiv_CV arXiv_CV  Reconstruction  Segmentation  Pose  Few-Shot  PDF
• 2021-05-17 Deep Metric Learning for Few-Shot Image Classification: A Selective Review    Xiaoxu Li, Xiaochen Yang, Zhanyu Ma, Jing-Hao Xue arXiv_CV arXiv_CV  Transfer_Learning  Recognition  Review  Survey  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2021-05-17 HetMAML: Task-Heterogeneous Model-Agnostic Meta-Learning for Few-Shot Learning Across Modalities    Jiayi Chen, Aidong Zhang arXiv_AI arXiv_AI  Embedding  Pose  Few-Shot  PDF
• 2021-05-17 Class-Incremental Few-Shot Object Detection    Pengyang Li, Yanan Li, Donghui Wang arXiv_CV arXiv_CV  Knowledge  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2021-05-16 Few-NERD: A Few-Shot Named Entity Recognition Dataset    Ning Ding, Guangwei Xu, Yulin Chen, Xiaobin Wang, Xu Han, Pengjun Xie, Hai-Tao Zheng, Zhiyuan Liu arXiv_AI arXiv_AI  Recognition  Knowledge  Few-Shot  GAN  PDF
• 2021-05-14 Learning a Universal Template for Few-shot Dataset Generalization    Eleni Triantafillou, Hugo Larochelle, Richard Zemel, Vincent Dumoulin arXiv_CV arXiv_CV  Gradient_Descent  Pose  Classification  Few-Shot  PDF
• 2021-05-14 Attentional Prototype Inference for Few-Shot Semantic Segmentation    Haoliang Sun, Xiankai Lu, Haochen Wang, Yilong Yin, Xiantong Zhen, Cees G. M. Snoek, Ling Shao arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Optimization  Pose  Few-Shot  Attention  Inference  PDF
• 2021-05-12 Ensemble Making Few-Shot Learning Stronger    Qing Lin, Yongbin Liu, Wen Wen, Zhihua Tao arXiv_AI arXiv_AI  Transformer  Pose  Action  Relation  Few-Shot  Relation_Extraction  Attention  PDF
• 2021-05-12 Exploring the Similarity of Representations in Model-Agnostic Meta-Learning    Thomas Goerttler, Klaus Obermayer arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2021-05-11 Few-Shot Learning by Integrating Spatial and Frequency Representation    Xiangyu Chen, Guanghui Wang arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2021-05-11 Incremental Few-Shot Instance Segmentation    Dan Andrei Ganea, Bas Boom, Ronald Poppe arXiv_CV arXiv_CV  Segmentation  Embedding  Few-Shot  PDF
• 2021-05-11 Home Action Genome: Cooperative Compositional Action Understanding    Nishant Rai, Haofeng Chen, Jingwei Ji, Rishi Desai, Kazuki Kozuka, Shun Ishizaka, Ehsan Adeli, Juan Carlos Niebles arXiv_CV arXiv_CV  Recognition  Represenation_Learning  Pose  Action_Recognition  Action  Few-Shot  Activity  PDF
• 2021-05-11 Learning Implicit Temporal Alignment for Few-shot Video Classification    Songyang Zhang, Jiale Zhou, Xuming He arXiv_AI arXiv_AI  Pose  Classification  Few-Shot  Video_Classification  Matching  PDF
• 2021-05-08 Distribution Matching for Heterogeneous Multi-Task Learning: a Large-scale Face Study    Dimitrios Kollias, Viktoriia Sharmanska, Stefanos Zafeiriou arXiv_CV arXiv_CV  Recognition  Knowledge  Pose  Emotion  Face  Action  Classification  Detection  Few-Shot  Prediction  Matching  PDF
• 2021-05-08 MetaKernel: Learning Variational Random Features with Limited Labels    Yingjun Du, Haoliang Sun, Xiantong Zhen, Jun Xu, Yilong Yin, Ling Shao, Cees G. M. Snoek arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Few-Shot  Image_Classification  Inference  PDF
• 2021-05-08 Comprehensive Study: How the Context Information of Different Granularity Affects Dialogue State Tracking?    Puhai Yang, Heyan Huang, Xian-Ling Mao arXiv_CL arXiv_CL  Tracking  Few-Shot  PDF
• 2021-05-07 Few-Shot Learning for Image Classification of Common Flora    Joshua Ball arXiv_CV arXiv_CV  Transfer_Learning  Classification  Few-Shot  CNN  Image_Classification  PDF
• 2021-05-05 MCGNet: Partial Multi-view Few-shot Learning via Meta-alignment and Context Gated-aggregation    Yuan Zhou, Yanrong Guo, Shijie Hao, Richang Hong, Meng Wang arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  PDF
• 2021-05-04 Hallucination Improves Few-Shot Object Detection    Weilin Zhang, Yu-Xiong Wang arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2021-05-03 Pseudo Siamese Network for Few-shot Intent Generation    Congying Xia, Caiming Xiong, Philip Yu arXiv_CL arXiv_CL  Transformer  Pose  Action  Detection  Few-Shot  PDF
• 2021-05-02 Learning Visually Guided Latent Actions for Assistive Teleoperation    Siddharth Karamcheti, Albert J. Zhai, Dylan P. Losey, Dorsa Sadigh arXiv_AI arXiv_AI  Embedding  Action  Detection  Few-Shot  Object_Detection  PDF
• 2021-05-02 Data-driven Weight Initialization with Sylvester Solvers    Debasmit Das, Yash Bhalgat, Fatih Porikli arXiv_CV arXiv_CV  Recognition  Optimization  Pose  Few-Shot  PDF
• 2021-05-02 Subspace Representation Learning for Few-shot Image Classification    Ting-Yao Hu, Zhi-Qi Cheng, Alexander G. Hauptmann arXiv_CV arXiv_CV  Represenation_Learning  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-05-01 A Deep Learning Framework for Lifelong Machine Learning    Charles X. Ling, Tanner Bohn arXiv_AI arXiv_AI  Transfer_Learning  Knowledge  Pose  Deep_Learning  Few-Shot  PDF
• 2021-05-01 GistNet: a Geometric Structure Transfer Network for Long-Tailed Recognition    Bo Liu, Haoxiang Li, Hao Kang, Gang Hua, Nuno Vasconcelos arXiv_CV arXiv_CV  Transfer_Learning  Recognition  Pose  Few-Shot  PDF
• 2021-05-01 Breadcrumbs: Adversarial Class-Balanced Sampling for Long-tailed Recognition    Bo Liu, Haoxiang Li, Hao Kang, Gang Hua, Nuno Vasconcelos arXiv_CV arXiv_CV  Tracking  Recognition  Adversarial  Pose  Few-Shot  PDF
• 2021-04-30 Determining Chess Game State From an Image    Georg Wölflein, Ognjen Arandjelović arXiv_CV arXiv_CV  Transfer_Learning  Recognition  3D  Deep_Learning  Few-Shot  CNN  Inference  PDF
• 2021-04-30 Few-Shot Video Object Detection    Qi Fan, Chi-Keung Tang, Yu-Wing Tai arXiv_CV arXiv_CV  Detection  Few-Shot  Object_Detection  Matching  PDF
• 2021-04-29 Entailment as Few-Shot Learner    Sinong Wang, Han Fang, Madian Khabsa, Hanzi Mao, Hao Ma arXiv_AI arXiv_AI  Unsupervised  Pose  Contrastive_Learning  Few-Shot  Language_Model  PDF
• 2021-04-29 Scalable Semi-supervised Landmark Localization for X-ray Images using Few-shot Deep Adaptive Graph    Xiao-Yun Zhou, Bolin Lai, Weijian Li, Yirui Wang, Kang Zheng, Fakai Wang, Chihung Lin, Le Lu, Lingyun Huang, Mei Han, Guotong Xie, Jing Xiao, Kuo Chang-Fu, Adam Harrison, Shun Miao arXiv_AI arXiv_AI  Pose  Detection  Few-Shot  Medical  PDF
• 2021-04-29 Learned Spatial Representations for Few-shot Talking-Head Synthesis    Moustafa Meshry, Saksham Suri, Larry S. Davis, Abhinav Shrivastava arXiv_CV arXiv_CV  3D  Pose  Quantitative  Few-Shot  PDF
• 2021-04-29 A Hierarchical Transformation-Discriminating Generative Model for Few Shot Anomaly Detection    Shelly Sheynin, Sagie Benaim, Lior Wolf arXiv_CV arXiv_CV  Detection  Few-Shot  PDF
• 2021-04-29 Cross-Domain Few-Shot Classification via Adversarial Task Augmentation    Haoqing Wang, Zhi-Hong Deng arXiv_CV arXiv_CV  Knowledge  Adversarial  Pose  Classification  Few-Shot  PDF
• 2021-04-28 UVStyle-Net: Unsupervised Few-shot Learning of 3D Style Similarity Measure for B-Reps    Peter Meltzer, Hooman Shayani, Amir Khasahmadi, Pradeep Kumar Jayaraman, Aditya Sanghi, Joseph Lambourne arXiv_CV arXiv_CV  Unsupervised  3D  Pose  Quantitative  Few-Shot  PDF
• 2021-04-27 Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph Completion    Guanglin Niu, Yang Li, Chengguang Tang, Ruiying Geng, Jian Dai, Qiao Liu, Hao Wang, Jian Sun, Fei Huang, Luo Si arXiv_AI arXiv_AI  Sparse  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  PDF
• 2021-04-26 MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding    Aishwarya Kamath, Mannat Singh, Yann LeCun, Ishan Misra, Gabriel Synnaeve, Nicolas Carion arXiv_CV arXiv_CV  Transformer  Segmentation  Pose  Detection  VQA  Few-Shot  Object_Detection  Caption  QA  PDF
• 2021-04-26 Rich Semantics Improve Few-shot Learning    Mohamed Afham, Salman Khan, Muhammad Haris Khan, Muzammal Naseer, Fahad Shahbaz Khan arXiv_CV arXiv_CV  Transformer  Pose  Relation  Few-Shot  Inference  PDF
• 2021-04-26 Non-Parametric Few-Shot Learning for Word Sense Disambiguation    Howard Chen, Mengzhou Xia, Danqi Chen arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  GAN  PDF
• 2021-04-26 Mutual Contrastive Learning for Visual Representation Learning    Chuanguang Yang, Zhulin An, Linhang Cai, Yongjun Xu arXiv_CV arXiv_CV  Transfer_Learning  Recognition  Represenation_Learning  Knowledge  Self-Supervised  Contrastive_Learning  Action  Classification  Few-Shot  Image_Classification  PDF
• 2021-04-26 PanGu-$alpha$: Large-scale Autoregressive Pretrained Chinese Language Models with Auto-parallel Computation    Wei Zeng, Xiaozhe Ren, Teng Su, Hui Wang, Yi Liao, Zhiwei Wang, Xin Jiang, ZhenZhang Yang, Kaisheng Wang, Xiaoda Zhang, Chen Li, Ziyan Gong, Yifan Yao, Xinjing Huang, Jun Wang, Jianfeng Yu, Qi Guo, Yue Yu, Yan Zhang, Jin Wang, Hengtao Tao, Dasen Yan, Zexuan Yi, Fang Peng, Fangqing Jiang, Han Zhang, Lingfeng Deng, Yehong Zhang, Zhe Lin, Chao Zhang, Shaojie Zhang, Mingyue Guo, Shanzhi Gu, Gaojun Fan, Yaowei Wang, Xuefeng Jin, Qun Liu, Yonghong Tian arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  Summarization  Language_Model  PDF
• 2021-04-25 Demystification of Few-shot and One-shot Learning    Ivan Y. Tyukin, Alexander N. Gorban, Muhammad H. Alkhudaydi, Qinghua Zhou arXiv_AI arXiv_AI  Few-Shot  PDF
• 2021-04-24 Incremental Few-shot Text Classification with Multi-round New Classes: Formulation, Dataset and System    Congying Xia, Wenpeng Yin, Yihao Feng, Philip Yu arXiv_CL arXiv_CL  Text_Classification  Pose  Classification  Relation  Few-Shot  PDF
• 2021-04-21 Stateless Neural Meta-Learning using Second-Order Gradients    Mike Huisman, Aske Plaat, Jan N. van Rijn arXiv_AI arXiv_AI  RNN  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2021-04-19 Few-shot learning via tensor hallucination    Michalis Lazarou, Yannis Avrithis, Tania Stathaki arXiv_CV arXiv_CV  Classification  Few-Shot  GAN  PDF
• 2021-04-19 Few-Shot Model Adaptation for Customized Facial Landmark Detection, Segmentation, Stylization and Shadow Removal    Zhen Wei, Bingkun Liu, Weinong Wang, Yu-Wing Tai arXiv_CV arXiv_CV  Segmentation  Embedding  Facial_Landmark  Adversarial  Pose  Face  Deep_Learning  Detection  Few-Shot  PDF
• 2021-04-19 Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis    Xiao Liu, Da Yin, Yansong Feng, Yuting Wu, Dongyan Zhao arXiv_CL arXiv_CL  Knowledge  Pose  Relation  Few-Shot  Inference  PDF
• 2021-04-19 SCNet: Enhancing Few-Shot Semantic Segmentation by Self-Contrastive Background Prototypes    Jiacheng Chen, Bin-Bin Gao, Zongqing Lu, Jing-Hao Xue, Chengjie Wang, Qingmin Liao arXiv_AI arXiv_AI  Segmentation  Semantic_Segmentation  Classification  Few-Shot  Inference  Matching  PDF
• 2021-04-19 Few-shot Learning for Topic Modeling    Tomoharu Iwata arXiv_CL arXiv_CL  Gradient_Descent  Pose  Few-Shot  PDF
• 2021-04-18 CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP    Qinyuan Ye, Bill Yuchen Lin, Xiang Ren arXiv_CL arXiv_CL  Knowledge  Few-Shot  PDF
• 2021-04-18 GPT3Mix: Leveraging Large-scale Language Models for Text Augmentation    Kang Min Yoo, Dongju Park, Jaewook Kang, Sang-Woo Lee, Woomyeong Park arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Few-Shot  Inference  Language_Model  PDF
• 2021-04-18 Lifelong Learning of Few-shot Learners across NLP Tasks    Xisen Jin, Mohammad Rostami, Xiang Ren arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2021-04-18 Fantastically Ordered Prompts and Where to Find Them: Overcoming Few-Shot Prompt Order Sensitivity    Yao Lu, Max Bartolo, Alastair Moore, Sebastian Riedel, Pontus Stenetorp arXiv_AI arXiv_AI  Text_Classification  Classification  Few-Shot  Language_Model  PDF
• 2021-04-18 Natural Instructions: Benchmarking Generalization to New Tasks from Natural Language Instructions    Swaroop Mishra, Daniel Khashabi, Chitta Baral, Hannaneh Hajishirzi arXiv_AI arXiv_AI  Few-Shot  PDF
• 2021-04-18 Constrained Language Models Yield Few-Shot Semantic Parsers    Richard Shin, Christopher H. Lin, Sam Thomson, Charles Chen, Subhro Roy, Emmanouil Antonios Platanios, Adam Pauls, Dan Klein, Jason Eisner, Benjamin Van Durme arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2021-04-18 The Power of Scale for Parameter-Efficient Prompt Tuning    Brian Lester, Rami Al-Rfou, Noah Constant arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2021-04-17 Crossing the Conversational Chasm: A Primer on Multilingual Task-Oriented Dialogue Systems    Evgeniia Razumovskaia, Goran Glavaš, Olga Majewska, Anna Korhonen, Ivan Vulić arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2021-04-17 Multilingual and Cross-Lingual Intent Detection from Spoken Data    Daniela Gerz, Pei-Hao Su, Razvan Kusztos, Avishek Mondal, Michał Lis, Eshan Singhal, Nikola Mrkšić, Tsung-Hsien Wen, Ivan Vulić arXiv_CL arXiv_CL  Recognition  Zero-Shot  Speech  Detection  Few-Shot  Object_Detection  Speech_Recognition  PDF
• 2021-04-17 Revisiting Few-shot Relation Classification: Evaluation Data and Classification Schemes    Ofer Sabo, Yanai Elazar, Yoav Goldberg, Ido Dagan arXiv_CL arXiv_CL  Embedding  Pose  Classification  Relation  Few-Shot  PDF
• 2021-04-16 Learning To Count Everything    Viresh Ranjan, Udbhav Sharma, Thu Nguyen, Minh Hoai arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2021-04-16 Does language help generalization in vision models?    Benjamin Devillers, Romain Bielawski, Bhavin Choski, Rufin VanRullen arXiv_AI arXiv_AI  Image_Caption  Unsupervised  Zero-Shot  Few-Shot  Caption  Language_Model  PDF
• 2021-04-16 BERT memorisation and pitfalls in low-resource scenarios    Michael Tänzer, Sebastian Ruder, Marek Rei arXiv_CL arXiv_CL  Recognition  Bert  Pose  Few-Shot  PDF
• 2021-04-16 What to Pre-Train on? Efficient Intermediate Task Selection    Clifton Poth, Jonas Pfeiffer, Andreas Rücklé, Iryna Gurevych arXiv_CL arXiv_CL  Embedding  Transfer_Learning  Pose  Classification  Few-Shot  Language_Model  PDF
• 2021-04-16 Language Models are Few-Shot Butlers    Vincent Micheli, François Fleuret arXiv_CL arXiv_CL  Reinforcement_Learning  Few-Shot  Language_Model  PDF
• 2021-04-16 Pareto Self-Supervised Training for Few-Shot Learning    Zhengyu Chen, Jixie Ge, Heshen Zhan, Siteng Huang, Donglin Wang arXiv_CV arXiv_CV  Self-Supervised  Pose  Few-Shot  Attention  PDF
• 2021-04-15 Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment    Guangxing Han, Shiyuan Huang, Jiawei Ma, Yicheng He, Shih-Fu Chang arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Detection  Few-Shot  Object_Detection  Matching  PDF
• 2021-04-15 AdaPrompt: Adaptive Prompt-based Finetuning for Relation Extraction    Xiang Chen, Xin Xie, Ningyu Zhang, Jiahuan Yan, Shumin Deng, Chuanqi Tan, Fei Huang, Luo Si, Huajun Chen arXiv_AI arXiv_AI  Represenation_Learning  Pose  Action  Relation  Few-Shot  Relation_Extraction  Language_Model  PDF
• 2021-04-15 Embedding Adaptation is Still Needed for Few-Shot Learning    Sébastien M. R. Arnold, Fei Sha arXiv_CV arXiv_CV  Embedding  Knowledge  Pose  Classification  Relation  Few-Shot  PDF
• 2021-04-14 Learning Normal Dynamics in Videos with Meta Prototype Network    Hui Lv, Chen Chen, Zhen Cui, Chunyan Xu, Yong Li, Jian Yang arXiv_CV arXiv_CV  Reconstruction  Pose  Detection  Few-Shot  PDF
• 2021-04-14 Learning How to Ask: Querying LMs with Mixtures of Soft Prompts    Guanghui Qin, Jason Eisner arXiv_CL arXiv_CL  Embedding  Gradient_Descent  Knowledge  Few-Shot  Language_Model  PDF
• 2021-04-13 Few-shot Image Generation via Cross-domain Correspondence    Utkarsh Ojha, Yijun Li, Jingwan Lu, Alexei A. Efros, Yong Jae Lee, Eli Shechtman, Richard Zhang arXiv_CV arXiv_CV  Pose  Quantitative  Few-Shot  GAN  PDF
• 2021-04-12 Few-shot Intent Classification and Slot Filling with Retrieved Examples    Dian Yu, Luheng He, Yuan Zhang, Xinya Du, Panupong Pasupat, Qi Li arXiv_CL arXiv_CL  Pose  Classification  Few-Shot  Inference  Prediction  PDF
• 2021-04-12 How Sensitive are Meta-Learners to Dataset Imbalance?    Mateusz Ochal, Massimiliano Patacchiola, Amos Storkey, Jose Vazquez, Sen Wang arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2021-04-12 On Unifying Misinformation Detection    Nayeon Lee, Belinda Z. Li, Sinong Wang, Pascale Fung, Hao Ma, Wen-tau Yih, Madian Khabsa arXiv_AI arXiv_AI  Pose  Detection  Few-Shot  PDF
• 2021-04-10 Meta-learning for fast cross-lingual adaptation in dependency parsing    Anna Langedijk, Verna Dankers, Sander Bos, Bryan Cardenas Guevara, Helen Yannakoudakis, Ekaterina Shutova arXiv_AI arXiv_AI  Few-Shot  PDF
• 2021-04-09 Reinforced Attention for Few-Shot Learning and Beyond    Jie Hong, Pengfei Fang, Weihao Li, Tong Zhang, Christian Simon, Mehrtash Harandi, Lars Petersson arXiv_CV arXiv_CV  Embedding  Reinforcement_Learning  Pose  Classification  Few-Shot  Attention  Image_Classification  Prediction  PDF
• 2021-04-08 Handwriting Transformers    Ankan Kumar Bhunia, Salman Khan, Hisham Cholakkal, Rao Muhammad Anwer, Fahad Shahbaz Khan, Mubarak Shah arXiv_CV arXiv_CV  Transformer  Handwriting  Knowledge  Pose  Quantitative  Relation  Few-Shot  Attention  Text_Generation  PDF
• 2021-04-08 ORBIT: A Real-World Few-Shot Dataset for Teachable Object Recognition    Daniela Massiceti, Luisa Zintgraf, John Bronskill, Lida Theodorou, Matthew Tobias Harris, Edward Cutrell, Cecily Morrison, Katja Hofmann, Simone Stumpf arXiv_CV arXiv_CV  Recognition  Face  Few-Shot  PDF
• 2021-04-08 Exploring Machine Speech Chain for Domain Adaptation and Few-Shot Speaker Adaptation    Fengpeng Yue, Yan Deng, Lei He, Tom Ko arXiv_CL arXiv_CL  Unsupervised  Recognition  Speech  Few-Shot  Speech_Recognition  PDF
• 2021-04-08 Few-Shot Action Recognition with Compromised Metric via Optimal Transport    Su Lu, Han-Jia Ye, De-Chuan Zhan arXiv_AI arXiv_AI  Embedding  Recognition  Pose  Action_Recognition  Action  Classification  Relation  Few-Shot  Image_Classification  Matching  PDF
• 2021-04-08 Prototypical Region Proposal Networks for Few-Shot Localization and Classification    Elliott Skomski, Aaron Tuor, Andrew Avila, Lauren Phillips, Zachary New, Henry Kvinge, Courtney D. Corley, Nathan Hodas arXiv_CV arXiv_CV  Segmentation  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-04-07 Few-Shot Incremental Learning with Continually Evolved Classifiers    Chi Zhang, Nan Song, Guosheng Lin, Yun Zheng, Pan Pan, Yinghui Xu arXiv_AI arXiv_AI  Knowledge  Pose  Few-Shot  PDF
• 2021-04-07 Few-Shot Meta-Learning on Point Cloud for Semantic Segmentation    Xudong Li, Li Feng, Lei Li, Chen Wang arXiv_AI arXiv_AI  Segmentation  Semantic_Segmentation  Point_Cloud  3D  Pose  Few-Shot  Autonomous  PDF
• 2021-04-06 Comparing Transfer and Meta Learning Approaches on a Unified Few-Shot Classification Benchmark    Vincent Dumoulin, Neil Houlsby, Utku Evci, Xiaohua Zhai, Ross Goroshin, Sylvain Gelly, Hugo Larochelle arXiv_CV arXiv_CV  Transfer_Learning  Classification  Few-Shot  PDF
• 2021-04-06 Few-Shot Transformation of Common Actions into Time and Space    Pengwan Yang, Pascal Mettes, Cees G. M. Snoek arXiv_CV arXiv_CV  Transformer  Action_Localization  Action  Few-Shot  GAN  Prediction  PDF
• 2021-04-06 Learnable Expansion-and-Compression Network for Few-shot Class-Incremental Learning    Boyu Yang, Mingbao Lin, Binghao Liu, Mengying Fu, Chang Liu, Rongrong Ji, Qixiang Ye arXiv_CV arXiv_CV  Regularization  Pose  Few-Shot  PDF
• 2021-04-05 Adaptive Prototype Learning and Allocation for Few-Shot Segmentation    Gen Li, Varun Jampani, Laura Sevilla-Lara, Deqing Sun, Jonghyun Kim, Joongkyu Kim arXiv_CV arXiv_CV  Segmentation  Pose  Action  Few-Shot  PDF
• 2021-04-04 Phoneme Recognition through Fine Tuning of Phonetic Representations: a Case Study on Luhya Language Varieties    Kathleen Siminyu, Xinjian Li, Antonios Anastasopoulos, David Mortensen, Michael R. Marlo, Graham Neubig arXiv_CL arXiv_CL  Recognition  Zero-Shot  Knowledge  Speech  Few-Shot  GAN  Speech_Recognition  PDF
• 2021-04-04 Hypercorrelation Squeeze for Few-Shot Segmentation    Juhong Min, Dahyun Kang, Minsu Cho arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Relation  Few-Shot  CNN  PDF
• 2021-04-03 Few-Shot Keyword Spotting in Any Language    Mark Mazumder, Colby Banbury, Josh Meyer, Pete Warden, Vijay Janapa Reddi arXiv_CL arXiv_CL  Embedding  Transfer_Learning  Speech  Action  Classification  Few-Shot  PDF
• 2021-04-02 Multiple Heads are Better than One: Few-shot Font Generation with Multiple Localized Experts    Song Park, Sanghyuk Chun, Junbum Cha, Bado Lee, Hyunjung Shim arXiv_CV arXiv_CV  Adversarial  Pose  Few-Shot  Matching  PDF
• 2021-04-01 Putting NeRF on a Diet: Semantically Consistent Few-Shot View Synthesis    Ajay Jain, Matthew Tancik, Pieter Abbeel arXiv_AI arXiv_AI  Transformer  Reconstruction  3D  Pose  Few-Shot  PDF
• 2021-04-01 Modular Adaptation for Cross-Domain Few-Shot Learning    Xiao Lin, Meng Ye, Yunye Gong, Giedrius Buracas, Nikoletta Basiou, Ajay Divakaran, Yi Yao arXiv_CV arXiv_CV  Represenation_Learning  Pose  Classification  Few-Shot  PDF
• 2021-04-01 Linear Semantics in Generative Adversarial Networks    Jianjin Xu, Changxi Zheng arXiv_AI arXiv_AI  Segmentation  Semantic_Segmentation  Adversarial  Pose  Few-Shot  GAN  PDF
• 2021-04-01 Federated Few-Shot Learning with Adversarial Learning    Chenyou Fan, Jianwei Huang arXiv_CV arXiv_CV  Adversarial  Pose  Classification  Few-Shot  PDF
• 2021-03-31 FAPIS: A Few-shot Anchor-free Part-based Instance Segmenter    Khoi Nguyen, Sinisa Todorovic arXiv_CV arXiv_CV  Segmentation  Detection  Few-Shot  Object_Detection  PDF
• 2021-03-31 Learning Domain Adaptation with Model Calibration for Surgical Report Generation in Robotic Surgery    Mengya Xu, Mobarakol Islam, Chwee Ming Lim, Hongliang Ren arXiv_RO arXiv_RO  Transformer  Segmentation  Unsupervised  Zero-Shot  Adversarial  Pose  Deep_Learning  Relation  Few-Shot  Caption  PDF
• 2021-03-31 Deep Neural Approaches to Relation Triplets Extraction: A Comprehensive Survey    Tapas Nayak, Navonil Majumder, Pawan Goyal, Soujanya Poria arXiv_CL arXiv_CL  Embedding  Zero-Shot  Review  Survey  Action  Relation  Few-Shot  Relation_Extraction  Attention  CNN  PDF
• 2021-03-31 Few-shot learning through contextual data augmentation    Farid Arthaud, Rachel Bawden, Alexandra Birch arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2021-03-31 Prototypical Cross-domain Self-supervised Learning for Few-shot Unsupervised Domain Adaptation    Xiangyu Yue, Zangwei Zheng, Shanghang Zhang, Yang Gao, Trevor Darrell, Kurt Keutzer, Alberto Sangiovanni Vincentelli arXiv_CV arXiv_CV  Embedding  Unsupervised  Self-Supervised  Pose  Contrastive_Learning  Classification  Few-Shot  PDF
• 2021-03-30 Pre-training strategies and datasets for facial representation learning    Adrian Bulat, Shiyang Cheng, Jing Yang, Andrew Garbett, Enrique Sanchez, Georgios Tzimiropoulos arXiv_CV arXiv_CV  Unsupervised  Facial_Landmark  Recognition  Represenation_Learning  Face  Deep_Learning  Few-Shot  Face_Recognition  PDF
• 2021-03-30 Deep Gaussian Processes for Few-Shot Segmentation    Joakim Johnander, Johan Edstedt, Martin Danelljan, Michael Felsberg, Fahad Shahbaz Khan arXiv_CV arXiv_CV  Segmentation  Pose  Action  Few-Shot  PDF
• 2021-03-30 Head2HeadFS: Video-based Head Reenactment with Few-shot Learning    Michail Christos Doukas, Mohammad Rami Koujan, Viktoriia Sharmanska, Stefanos Zafeiriou arXiv_CV arXiv_CV  Facial_Landmark  3D  Pose  Face  Few-Shot  PDF
• 2021-03-30 Self-Guided and Cross-Guided Learning for Few-Shot Segmentation    Bingfeng Zhang, Jimin Xiao, Terry Qin arXiv_CV arXiv_CV  Segmentation  Pose  Few-Shot  Attention  Inference  Prediction  PDF
• 2021-03-30 Dense Relation Distillation with Context-aware Aggregation for Few-Shot Object Detection    Hanzhe Hu, Shuai Bai, Aoxue Li, Jinshi Cui, Liwei Wang arXiv_CV arXiv_CV  Pose  Deep_Learning  Detection  Relation  Few-Shot  Object_Detection  PDF
• 2021-03-30 Revisiting Deep Local Descriptor for Improved Few-Shot Classification    Jun He, Richang Hong, Xueliang Liu, Mingliang Xu, Meng Wang arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  PDF
• 2021-03-29 von Mises--Fisher Loss: An Exploration of Embedding Geometries for Supervised Learning    Tyler R. Scott, Andrew C. Gallagher, Michael C. Mozer arXiv_CV arXiv_CV  Embedding  Image_Retrieval  Pose  Classification  Few-Shot  PDF
• 2021-03-29 Mining Latent Classes for Few-shot Segmentation    Lihe Yang, Wei Zhuo, Lei Qi, Yinghuan Shi, Yang Gao arXiv_CV arXiv_CV  Segmentation  Embedding  Enhancement  Pose  Few-Shot  Inference  PDF
• 2021-03-28 IUP: An Intelligent Utility Prediction Scheme for Solid-State Fermentation in 5G IoT    Min Wang, Shanchen Pang, Tong Ding, Sibo Qiao, Xue Zhai, Shuo Wang, Neal N. Xiong, Zhengwen Huang arXiv_AI arXiv_AI  Adversarial  Pose  Few-Shot  GAN  Prediction  PDF
• 2021-03-27 Few-shot Semantic Image Synthesis Using StyleGAN Prior    Yuki Endo, Yoshihiro Kanamori arXiv_CV arXiv_CV  Sparse  Quantitative  Few-Shot  GAN  PDF
• 2021-03-26 Few-Shot Learning for Video Object Detection in a Transfer-Learning Scheme    Zhongjie Yu, Gaoang Wang, Lin Chen, Sebastian Raschka, Jiebo Luo arXiv_CV arXiv_CV  Pose  Deep_Learning  Detection  Few-Shot  Object_Detection  PDF
• 2021-03-26 MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning    Baoquan Zhang, Xutao Li, Yunming Ye, Shanshan Feng, Rui Ye arXiv_CV arXiv_CV  Optimization  Knowledge  Pose  Few-Shot  Inference  PDF
• 2021-03-26 Few-Shot Human Motion Transfer by Personalized Geometry and Texture Modeling    Zhichao Huang, Xintong Han, Jia Xu, Tong Zhang arXiv_CV arXiv_CV  Pose  Face  Quantitative  Few-Shot  PDF
• 2021-03-25 Few-shot Weakly-Supervised Object Detection via Directional Statistics    Amirreza Shaban, Amir Rahimi, Thalaiyasingam Ajanthan, Byron Boots, Richard Hartley arXiv_CV arXiv_CV  Embedding  Weakly_Supervised  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2021-03-25 Orthogonal Projection Loss    Kanchana Ranasinghe, Muzammal Naseer, Munawar Hayat, Salman Khan, Fahad Shahbaz Khan arXiv_CV arXiv_CV  Recognition  Adversarial  Pose  Classification  Few-Shot  PDF
• 2021-03-25 Universal Representation Learning from Multiple Domains for Few-shot Classification    Wei-Hong Li, Xialei Liu, Hakan Bilen arXiv_CV arXiv_CV  Represenation_Learning  Knowledge  Pose  Classification  Few-Shot  PDF
• 2021-03-25 Spirit Distillation: Precise Real-time Prediction with Insufficient Data    Zhiyuan Wu, Hong Qi, Yu Jiang, Chupeng Cui, Zongmin Yang, Xinhui Xue arXiv_AI arXiv_AI  Segmentation  Transfer_Learning  Enhancement  Recognition  Knowledge  Pose  Action  Few-Shot  Autonomous  Prediction  PDF
• 2021-03-25 Learning Dynamic Alignment via Meta-filter for Few-shot Learning    Chengming Xu, Chen Liu, Li Zhang, Chengjie Wang, Jilin Li, Feiyue Huang, Xiangyang Xue, Yanwei Fu arXiv_AI arXiv_AI  Recognition  Knowledge  Pose  Few-Shot  Matching  PDF
• 2021-03-24 A Broad Study on the Transferability of Visual Representations with Contrastive Learning    Ashraful Islam, Chun-Fu Chen, Rameswar Panda, Leonid Karlinsky, Richard Radke, Rogerio Feris arXiv_CV arXiv_CV  Recognition  Represenation_Learning  Self-Supervised  Contrastive_Learning  Detection  Few-Shot  Object_Detection  PDF
• 2021-03-23 Detecting Hate Speech with GPT-3    Ke-Li Chiu, Rohan Alexander arXiv_CL arXiv_CL  Speech  Detection  Few-Shot  Language_Model  PDF
• 2021-03-23 F-SIOL-310: A Robotic Dataset and Benchmark for Few-Shot Incremental Object Learning    Ali Ayub, Alan R. Wagner arXiv_CV arXiv_CV  Recognition  Deep_Learning  Few-Shot  PDF
• 2021-03-22 SSD: A Unified Framework for Self-Supervised Outlier Detection    Vikash Sehwag, Mung Chiang, Prateek Mittal arXiv_AI arXiv_AI  Represenation_Learning  Self-Supervised  Pose  Detection  Few-Shot  Object_Detection  Prediction  PDF
• 2021-03-22 Improving and Simplifying Pattern Exploiting Training    Derek Tam, Rakesh R Menon, Mohit Bansal, Shashank Srivastava, Colin Raffel arXiv_AI arXiv_AI  Few-Shot  Language_Model  PDF
• 2021-03-22 Meta-DETR: Few-Shot Object Detection via Unified Image-Level Meta-Learning    Gongjie Zhang, Zhipeng Luo, Kaiwen Cui, Shijian Lu arXiv_AI arXiv_AI  Classification  Detection  Few-Shot  Object_Detection  Prediction  PDF
• 2021-03-22 Prototypical Representation Learning for Relation Extraction    Ning Ding, Xiaobin Wang, Yao Fu, Guangwei Xu, Rui Wang, Pengjun Xie, Ying Shen, Fei Huang, Hai-Tao Zheng, Rui Zhang arXiv_AI arXiv_AI  Embedding  Represenation_Learning  Pose  Face  Action  Classification  Relation  Few-Shot  Relation_Extraction  PDF
• 2021-03-21 Hierarchical Representation based Query-Specific Prototypical Network for Few-Shot Image Classification    Yaohui Li, Huaxiong Li, Haoxing Chen, Chunlin Chen arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2021-03-21 Multi-level Metric Learning for Few-shot Image Recognition    Haoxing Chen, Huaxiong Li, Yaohui Li, Chunlin Chen arXiv_CV arXiv_CV  Recognition  Pose  Relation  Few-Shot  PDF
• 2021-03-18 CLTA: Contents and Length-based Temporal Attention for Few-shot Action Recognition    Yang Bo, Yangdi Lu, Wenbo He arXiv_CV arXiv_CV  Recognition  Pose  Action_Recognition  Action  Few-Shot  Attention  PDF
• 2021-03-18 GPT Understands, Too    Xiao Liu, Yanan Zheng, Zhengxiao Du, Ming Ding, Yujie Qian, Zhilin Yang, Jie Tang arXiv_CL arXiv_CL  Embedding  Bert  Knowledge  Few-Shot  PDF
• 2021-03-18 Learning How to Optimize Black-Box Functions With Extreme Limits on the Number of Function Evaluations    Carlos Ansotegui, Meinolf Sellmann, Tapan Shah, Kevin Tierney arXiv_AI arXiv_AI  Optimization  Pose  Few-Shot  PDF
• 2021-03-18 A Location-Sensitive Local Prototype Network for Few-Shot Medical Image Segmentation    Qinji Yu, Kang Dang, Nima Tajbakhsh, Demetri Terzopoulos, Xiaowei Ding arXiv_CV arXiv_CV  Segmentation  Knowledge  Pose  Few-Shot  GAN  Medical  PDF
• 2021-03-18 Real-Time Visual Object Tracking via Few-Shot Learning    Jinghao Zhou, Bo Li, Peng Wang, Peixia Li, Weihao Gan, Wei Wu, Junjie Yan, Wanli Ouyang arXiv_CV arXiv_CV  Tracking  Optimization  Sparse  Object_Tracking  Pose  Classification  Few-Shot  PDF
• 2021-03-17 Few-Shot Visual Grounding for Natural Human-Robot Interaction    Giorgos Tziafas, Hamidreza Kasaei arXiv_AI arXiv_AI  Zero-Shot  Pose  Action  Detection  Few-Shot  Object_Detection  Prediction  PDF
• 2021-03-17 Towards Few-Shot Fact-Checking via Perplexity    Nayeon Lee, Yejin Bang, Andrea Madotto, Madian Khabsa, Pascale Fung arXiv_CL arXiv_CL  Transfer_Learning  Pose  Few-Shot  Attention  Language_Model  PDF
• 2021-03-17 Meta-learning of Pooling Layers for Character Recognition    Takato Otsuzuki, Heon Song, Seiichi Uchida, Hideaki Hayashi arXiv_CV arXiv_CV  Recognition  Pose  Few-Shot  CNN  PDF
• 2021-03-16 Repurposing Pretrained Models for Robust Out-of-domain Few-Shot Learning    Namyeong Kwon, Hwidong Na, Gabriel Huang, Simon Lacoste-Julien arXiv_CV arXiv_CV  Adversarial  Pose  Classification  Few-Shot  PDF
• 2021-03-15 MENYO-20k: A Multi-domain English-Yor`ub'a Corpus for Machine Translation and Domain Adaptation    David I. Adelani, Dana Ruiter, Jesujoba O. Alabi, Damilola Adebonojo, Adesina Ayeni, Mofe Adeyemi, Ayodele Awokoya, Cristina España-Bonet arXiv_CL arXiv_CL  Face  NMT  Few-Shot  PDF
• 2021-03-15 DMN4: Few-shot Learning via Discriminative Mutual Nearest Neighbor Neural Network    Yang Liu, Tu Zheng, Jie Song, Deng Cai, Xiaofei He arXiv_CV arXiv_CV  Pose  Quantitative  Classification  Relation  Few-Shot  PDF
• 2021-03-13 A Few-Shot Learning Approach for Accelerated MRI via Fusion of Data-Driven and Subject-Driven Priors    Salman Ul Hassan Dar, Mahmut Yurt, Tolga Çukur arXiv_CV arXiv_CV  Reconstruction  Pose  Few-Shot  PDF
• 2021-03-12 Few-Shot Text Classification with Triplet Networks, Data Augmentation, and Curriculum Learning    Jason Wei, Chengyu Huang, Soroush Vosoughi, Yu Cheng, Shiqi Xu arXiv_CL arXiv_CL  Text_Classification  Classification  Few-Shot  PDF
• 2021-03-12 Inductive Relation Prediction by BERT    Hanwen Zha, Zhiyu Chen, Xifeng Yan arXiv_CL arXiv_CL  Embedding  Bert  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  Inference  Language_Model  Prediction  PDF
• 2021-03-12 Discovering Diverse Solutions in Deep Reinforcement Learning    Takayuki Osa, Voot Tangkaratt, Masashi Sugiyama arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2021-03-10 Multi-Pretext Attention Network for Few-shot Learning with Self-supervision    Hainan Li, Renshuai Tao, Jun Li, Haotong Qin, Yifu Ding, Shuo Wang, Xianglong Liu arXiv_CV arXiv_CV  Self-Supervised  Pose  Relation  Few-Shot  Attention  PDF
• 2021-03-10 FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding    Bo Sun, Banghuai Li, Shengcai Cai, Ye Yuan, Chi Zhang arXiv_CV arXiv_CV  Embedding  Contrastive_Learning  Classification  Detection  Few-Shot  Object_Detection  PDF
• 2021-03-08 Few-Shot Learning of an Interleaved Text Summarization Model by Pretraining with Synthetic Data    Sanjeev Kumar Karn, Francine Chen, Yan-Ying Chen, Ulli Waltinger, Hinrich Schuetze arXiv_CL arXiv_CL  Transformer  Bert  Pose  Few-Shot  Summarization  PDF
• 2021-03-08 Beyond Max-Margin: Class Margin Equilibrium for Few-shot Object Detection    Bohao Li, Boyu Yang, Chang Liu, Feng Liu, Rongrong Ji, Qixiang Ye arXiv_CV arXiv_CV  Reconstruction  Pose  Classification  Detection  Few-Shot  Object_Detection  PDF
• 2021-03-07 Rethinking Class Relations: Absolute-relative Supervised and Unsupervised Few-shot Learning    Hongguang Zhang, Philip H. S. Torr, Hongdong Li, Songlei Jian, Piotr Koniusz arXiv_CV arXiv_CV  Image_Caption  Unsupervised  Pose  Classification  Relation  Few-Shot  PDF
• 2021-03-07 MetaView: Few-shot Active Object Recognition    Wei Wei, Haonan Yu, Haichao Zhang, Wei Xu, Ying Wu arXiv_RO arXiv_RO  Recognition  3D  Pose  Classification  Few-Shot  PDF
• 2021-03-06 Investigating on Incorporating Pretrained and Learnable Speaker Representations for Multi-Speaker Multi-Style Text-to-Speech    Chung-Ming Chien, Jheng-Hao Lin, Chien-yu Huang, Po-chun Hsu, Hung-yi Lee arXiv_SD arXiv_SD  Embedding  Speech  Pose  Few-Shot  PDF
• 2021-03-06 Semantic-aware Knowledge Distillation for Few-Shot Class-Incremental Learning    Ali Cheraghian, Shafin Rahman, Pengfei Fang, Soumava Kumar Roy, Lars Petersson, Mehrtash Harandi arXiv_CV arXiv_CV  Embedding  Knowledge  Pose  Few-Shot  Attention  PDF
• 2021-03-05 Bayesian Meta-Learning for Few-Shot Policy Adaptation Across Robotic Platforms    Ali Ghadirzadeh, Xi Chen, Petra Poklukar, Chelsea Finn, Mårten Björkman, Danica Kragic arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2021-03-05 Multilingual Byte2Speech Text-To-Speech Models Are Few-shot Spoken Language Learners    Mutian He, Jingzhou Yang, Lei He arXiv_CL arXiv_CL  Speech  Pose  Few-Shot  Matching  PDF
• 2021-03-04 A Systematic Evaluation of Transfer Learning and Pseudo-labeling with BERT-based Ranking Models    Iurii Mokrii, Leonid Boytsov, Pavel Braslavski arXiv_CL arXiv_CL  Transfer_Learning  Bert  Zero-Shot  Few-Shot  PDF
• 2021-03-04 Continuous Coordination As a Realistic Scenario for Lifelong Learning    Hadi Nekoei, Akilesh Badrinaaraayanan, Aaron Courville, Sarath Chandar arXiv_AI arXiv_AI  Reinforcement_Learning  Zero-Shot  Knowledge  Few-Shot  PDF
• 2021-03-03 Few-shot Learning for Slot Tagging with Attentive Relational Network    Cennet Oguz, Ngoc Thang Vu arXiv_CL arXiv_CL  Embedding  Bert  Pose  Relation  Few-Shot  Attention  PDF
• 2021-03-03 Energy-Based Learning for Scene Graph Generation    Mohammed Suhail, Abhay Mittal, Behjat Siddiquie, Chris Broaddus, Jayan Eledath, Gerard Medioni, Leonid Sigal arXiv_CV arXiv_CV  Pose  Relation  Few-Shot  Prediction  QA  PDF
• 2021-03-02 Self-supervised Pretraining of Visual Features in the Wild    Priya Goyal, Mathilde Caron, Benjamin Lefaudeux, Min Xu, Pengchao Wang, Vivek Pai, Mannat Singh, Vitaliy Liptchinsky, Ishan Misra, Armand Joulin, Piotr Bojanowski arXiv_AI arXiv_AI  Self-Supervised  Few-Shot  PDF
• 2021-03-02 Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection    Chenchen Zhu, Fangyi Chen, Uzair Ahmed, Marios Savvides arXiv_CV arXiv_CV  Image_Caption  Embedding  Knowledge  Knowledge_Graph  Pose  Classification  Detection  Relation  Few-Shot  Object_Detection  PDF
• 2021-03-02 Few-shot Open-set Recognition by Transformation Consistency    Minki Jeong, Seokeon Choi, Changick Kim arXiv_CV arXiv_CV  Recognition  Pose  Classification  Detection  Few-Shot  Object_Detection  PDF
• 2021-03-01 Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning    Mamshad Nayeem Rizve, Salman Khan, Fahad Shahbaz Khan, Mubarak Shah arXiv_CV arXiv_CV  Embedding  Optimization  Knowledge  Self-Supervised  Pose  Few-Shot  PDF
• 2021-03-01 Universal-Prototype Augmentation for Few-Shot Object Detection    Aming Wu, Yahong Han, Linchao Zhu, Yi Yang, Cheng Deng arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2021-03-01 OmniNet: Omnidirectional Representations from Transformers    Yi Tay, Mostafa Dehghani, Vamsi Aribandi, Jai Gupta, Philip Pham, Zhen Qin, Dara Bahri, Da-Cheng Juan, Donald Metzler arXiv_AI arXiv_AI  Transformer  Recognition  Pose  Few-Shot  Attention  Language_Model  PDF
• 2021-03-01 Few-Shot Lifelong Learning    Pratik Mazumder, Pravendra Singh, Piyush Rai arXiv_CV arXiv_CV  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2021-02-28 Ultra-Data-Efficient GAN Training: Drawing A Lottery Ticket First, Then Training It Toughly    Tianlong Chen, Yu Cheng, Zhe Gan, Jingjing Liu, Zhangyang Wang arXiv_AI arXiv_AI  Sparse  Adversarial  Pose  Few-Shot  GAN  PDF
• 2021-02-25 Domain Adaptation for Learning Generator from Paired Few-Shot Data    Chun-Chih Teng, Pin-Yu Chen, Wei-Chen Chiu arXiv_CV arXiv_CV  Knowledge  Pose  Quantitative  Relation  Few-Shot  GAN  PDF
• 2021-02-25 Meta-Learning for improving rare word recognition in end-to-end ASR    Florian Lux, Ngoc Thang Vu arXiv_SD arXiv_SD  Embedding  Recognition  Speech  Pose  Face  Few-Shot  Speech_Recognition  PDF
• 2021-02-24 PsiPhi-Learning: Reinforcement Learning with Demonstrations using Successor Features and Inverse Temporal Difference Learning    Angelos Filos, Clare Lyle, Yarin Gal, Sergey Levine, Natasha Jaques, Gregory Farquhar arXiv_AI arXiv_AI  Reinforcement_Learning  Zero-Shot  Pose  Action  Few-Shot  Autonomous  PDF
• 2021-02-24 Image Augmentation for Multitask Few-Shot Learning: Agricultural Domain Use-Case    Sergey Nesteruk, Dmitrii Shadrin, Mariia Pukalchik arXiv_AI arXiv_AI  Segmentation  Semantic_Segmentation  Classification  Deep_Learning  Detection  Few-Shot  Object_Detection  Denoising  PDF
• 2021-02-24 Trajectory-Based Meta-Learning for Out-Of-Vocabulary Word Embedding Learning    Gordon Buck, Andreas Vlachos arXiv_CL arXiv_CL  Embedding  Pose  Few-Shot  PDF
• 2021-02-24 Enabling the Network to Surf the Internet    Zhuoling Li, Haohan Wang, Tymoteusz Swistek, Weixin Chen, Yuanzheng Li, Haoqian Wang arXiv_CV arXiv_CV  Unsupervised  Knowledge  Self-Supervised  Pose  Few-Shot  PDF
• 2021-02-24 Should I Look at the Head or the Tail? Dual-awareness Attention for Few-Shot Object Detection    Tung-I Chen, Yueh-Cheng Liu, Hung-Ting Su, Yu-Cheng Chang, Yu-Hsiang Lin, Jia-Fong Yeh, Winston H. Hsu arXiv_CV arXiv_CV  Pose  Classification  Detection  Relation  Few-Shot  Object_Detection  Attention  PDF
• 2021-02-22 MetaDelta: A Meta-Learning System for Few-shot Image Classification    Yudong Chen, Chaoyu Guan, Zhikun Wei, Xin Wang, Wenwu Zhu arXiv_AI arXiv_AI  Pose  Classification  Few-Shot  Image_Classification  Inference  Prediction  PDF
• 2021-02-21 Learning Compositional Representation for Few-shot Visual Question Answering    Dalu Guo, Dacheng Tao arXiv_CV arXiv_CV  Pose  Deep_Learning  VQA  Few-Shot  GAN  QA  PDF
• 2021-02-20 On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning    Ren Wang, Kaidi Xu, Sijia Liu, Pin-Yu Chen, Tsui-Wei Weng, Chuang Gan, Meng Wang arXiv_AI arXiv_AI  Regularization  Adversarial  Pose  Contrastive_Learning  Few-Shot  PDF
• 2021-02-19 Calibrate Before Use: Improving Few-Shot Performance of Language Models    Tony Z. Zhao, Eric Wallace, Shi Feng, Dan Klein, Sameer Singh arXiv_CL arXiv_CL  Few-Shot  Language_Model  Prediction  PDF
• 2021-02-17 Grid Cell Path Integration For Movement-Based Visual Object Recognition    Niels Leadholm (1 and 2), Marcus Lewis (1), Subutai Ahmad (1) ((1) Numenta, (2) The University of Oxford) arXiv_AI arXiv_AI  Recognition  RNN  Pose  Action  Classification  Few-Shot  Inference  Prediction  PDF
• 2021-02-17 One-shot action recognition towards novel assistive therapies    Alberto Sabater, Laura Santos, Jose Santos-Victor, Alexandre Bernardino, Luis Montesano, Ana C. Murillo arXiv_CV arXiv_CV  Recognition  Action_Recognition  Action  Quantitative  Few-Shot  Medical  Activity  CNN  PDF
• 2021-02-17 Few-shot Conformal Prediction with Auxiliary Tasks    Adam Fisch, Tal Schuster, Tommi Jaakkola, Regina Barzilay arXiv_AI arXiv_AI  Classification  Few-Shot  Prediction  PDF
• 2021-02-17 Integrating Pre-trained Model into Rule-based Dialogue Management    Jun Quan, Meng Yang, Qiang Gan, Deyi Xiong, Yiming Liu, Yuchen Dong, Fangxin Ouyang, Jun Tian, Ruiling Deng, Yongzhi Li, Yang Yang, Daxin Jiang arXiv_AI arXiv_AI  Pose  Few-Shot  PDF
• 2021-02-16 COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining    Yu Meng, Chenyan Xiong, Payal Bajaj, Saurabh Tiwary, Paul Bennett, Jiawei Han, Xia Song arXiv_CL arXiv_CL  Self-Supervised  Contrastive_Learning  Few-Shot  Language_Model  PDF
• 2021-02-16 Semi Supervised Learning For Few-shot Audio Classification By Episodic Triplet Mining    Swapnil Bhosale, Rupayan Chakraborty, Sunil Kumar Kopparapu arXiv_SD arXiv_SD  Semi_Supervised  Recognition  Pose  Classification  Detection  Few-Shot  PDF
• 2021-02-16 FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary    Terra Blevins, Mandar Joshi, Luke Zettlemoyer arXiv_CL arXiv_CL  Transfer_Learning  Zero-Shot  Knowledge  Few-Shot  PDF
• 2021-02-15 One-shot learning for the long term: consolidation with an artificial hippocampal algorithm    Gideon Kowadlo, Abdelrahman Ahmed, David Rawlinson arXiv_AI arXiv_AI  Knowledge  Few-Shot  PDF
• 2021-02-15 Prompt Programming for Large Language Models: Beyond the Few-Shot Paradigm    Laria Reynolds, Kyle McDonell arXiv_AI arXiv_AI  Few-Shot  Language_Model  PDF
• 2021-02-14 Multi-Objective Meta Learning    Feiyang Ye, Baijiong Lin, Zhixiong Yue, Pengxin Guo, Qiao Xiao, Yu Zhang arXiv_AI arXiv_AI  NAS  Gradient_Descent  Optimization  Pose  Few-Shot  PDF
• 2021-02-14 Model-Agnostic Graph Regularization for Few-Shot Learning    Ethan Shen, Maria Brbic, Nicholas Monath, Jiaqi Zhai, Manzil Zaheer, Jure Leskovec arXiv_CV arXiv_CV  Optimization  Regularization  Knowledge  Knowledge_Graph  Pose  Classification  Relation  Few-Shot  PDF
• 2021-02-11 COVID-19 detection from scarce chest x-ray image data using deep learning    Shruti Jadon arXiv_CV arXiv_CV  Unsupervised  Transfer_Learning  Pose  Deep_Learning  Detection  Few-Shot  Medical  PDF
• 2021-02-10 Application of Yolo on Mask Detection Task    Ren Liu, Ziang Ren arXiv_CV arXiv_CV  Surveillance  Pose  Face  Classification  Deep_Learning  Detection  Few-Shot  PDF
• 2021-02-10 Language Models for Lexical Inference in Context    Martin Schmitt, Hinrich Schütze arXiv_AI arXiv_AI  Relation  Few-Shot  Inference  Language_Model  PDF
• 2021-02-09 Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network    Tomáš Chobola, Daniel Vašata, Pavel Kordík arXiv_CV arXiv_CV  Transfer_Learning  Classification  Few-Shot  Image_Classification  PDF
• 2021-02-08 End-to-end Generative Zero-shot Learning via Few-shot Learning    Georgios Chochlakis, Efthymios Georgiou, Alexandros Potamianos arXiv_CV arXiv_CV  Zero-Shot  Pose  Few-Shot  PDF
• 2021-02-08 Partial Is Better Than All: Revisiting Fine-tuning Strategy for Few-shot Learning    Zhiqiang Shen, Zechun Liu, Jie Qin, Marios Savvides, Kwang-Ting Cheng arXiv_AI arXiv_AI  Knowledge  Pose  Few-Shot  PDF
• 2021-02-07 CSS-LM: A Contrastive Framework for Semi-supervised Fine-tuning of Pre-trained Language Models    Yusheng Su, Xu Han, Yankai Lin, Zhengyan Zhang, Zhiyuan Liu, Peng Li, Maosong Sun arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2021-02-06 Neural Data-to-Text Generation with LM-based Text Augmentation    Ernie Chang, Xiaoyu Shen, Dawei Zhu, Vera Demberg, Hui Su arXiv_CL arXiv_CL  Weakly_Supervised  Pose  Few-Shot  Text_Generation  PDF
• 2021-02-05 Exploring the Limits of Few-Shot Link Prediction in Knowledge Graphs    Dora Jambor, Komal Teru, Joelle Pineau, William L. Hamilton arXiv_AI arXiv_AI  Zero-Shot  Knowledge  Knowledge_Graph  Relation  Few-Shot  Prediction  PDF
• 2021-02-05 Hyperspherical embedding for novel class classification    Rafael S. Pereira, Alexis Joly, Patrick Valduriez, Fabio Porto arXiv_AI arXiv_AI  Embedding  Pose  Classification  Deep_Learning  Few-Shot  CNN  Image_Classification  PDF
• 2021-02-05 Metric Embedding Sub-discrimination Study    Ryan Furlong, Vincent O'Brien, James Garland, Francisco Dominguez-Mateos arXiv_CV arXiv_CV  Embedding  Zero-Shot  Salient  Emotion  Face  Few-Shot  PDF
• 2021-02-05 CharacterGAN: Few-Shot Keypoint Character Animation and Reposing    Tobias Hinz, Matthew Fisher, Oliver Wang, Eli Shechtman, Stefan Wermter arXiv_CV arXiv_CV  Pose  Few-Shot  GAN  PDF
• 2021-02-02 Neural Data Augmentation via Example Extrapolation    Kenton Lee, Kelvin Guu, Luheng He, Tim Dozat, Hyung Won Chung arXiv_AI arXiv_AI  Pose  Action  Classification  Relation  Few-Shot  Relation_Extraction  PDF
• 2021-02-01 Few-shot Image Classification with Multi-Facet Prototypes    Kun Yan, Zied Bouraoui, Ping Wang, Shoaib Jameel, Steven Schockaert arXiv_AI arXiv_AI  Embedding  Pose  Face  Classification  Few-Shot  GAN  Image_Classification  PDF
• 2021-02-01 Few-shot Learning for CT Scan based COVID-19 Diagnosis    Yifan Jiang, Han Chen, David K. Han, Hanseok Ko arXiv_CV arXiv_CV  Sparse  Pose  Deep_Learning  Few-Shot  Medical  PDF
• 2021-01-30 On Data Efficiency of Meta-learning    Maruan Al-Shedivat, Liam Li, Eric Xing, Ameet Talwalkar arXiv_AI arXiv_AI  Pose  Few-Shot  Prediction  PDF
• 2021-01-29 Few-Shot Learning for Road Object Detection    Anay Majee, Kshitij Agrawal, Anbumani Subramanian arXiv_CV arXiv_CV  Deep_Learning  Detection  Few-Shot  Object_Detection  PDF
• 2021-01-29 Few-Shot Domain Adaptation for Grammatical Error Correction via Meta-Learning    Shengsheng Zhang, Yaping Huang, Yun Chen, Liner Yang, Chencheng Wang, Erhong Yang arXiv_CL arXiv_CL  Transfer_Learning  Pose  Few-Shot  PDF
• 2021-01-28 Generalising via Meta-Examples for Continual Learning in the Wild    Alessia Bertugli, Stefano Vincenzi, Simone Calderara, Andrea Passerini arXiv_CV arXiv_CV  Unsupervised  Few-Shot  Attention  PDF
• 2021-01-28 A Neural Few-Shot Text Classification Reality Check    Thomas Dopierre, Christophe Gravier, Wilfried Logerais arXiv_CL arXiv_CL  Transformer  Embedding  Text_Classification  Pose  Classification  Detection  Few-Shot  PDF
• 2021-01-28 COMPAS: Representation Learning with Compositional Part Sharing for Few-Shot Classification    Ju He, Adam Kortylewski, Alan Yuille arXiv_CV arXiv_CV  Represenation_Learning  Knowledge  Classification  Few-Shot  Attention  Image_Classification  PDF
• 2021-01-28 ProtoDA: Efficient Transfer Learning for Few-Shot Intent Classification    Manoj Kumar, Varun Kumar, Hadrien Glaude, Cyprien delichy, Aman Alok, Rahul Gupta arXiv_CL arXiv_CL  Embedding  Transfer_Learning  Classification  Few-Shot  Language_Model  PDF
• 2021-01-27 Combat Data Shift in Few-shot Learning with Knowledge Graph    Yongchun zhu, Fuzhen Zhuang, Xiangliang Zhang, Zhiyuan Qi, Zhiping Shi, Qing He arXiv_AI arXiv_AI  Knowledge  Knowledge_Graph  Pose  Few-Shot  PDF
• 2021-01-27 Multilingual and cross-lingual document classification: A meta-learning approach    Niels van der Heijden, Helen Yannakoudakis, Pushkar Mishra, Ekaterina Shutova arXiv_CL arXiv_CL  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2021-01-27 Edge-Labeling based Directed Gated Graph Network for Few-shot Learning    Peixiao Zheng, Xin Guo, Lin Qi arXiv_CV arXiv_CV  Pose  Few-Shot  CNN  PDF
• 2021-01-26 Revisiting Contrastive Learning for Few-Shot Classification    Orchid Majumder, Avinash Ravichandran, Subhransu Maji, Marzia Polito, Rahul Bhotika, Stefano Soatto arXiv_CV arXiv_CV  Embedding  Self-Supervised  Pose  Contrastive_Learning  Classification  Few-Shot  PDF
• 2021-01-26 Few-Shot Semantic Parsing for New Predicates    Zhuang Li, Lizhen Qu, Shuo Huang, Gholamreza Haffari arXiv_AI arXiv_AI  Pose  Few-Shot  Attention  PDF
• 2021-01-26 El Volumen Louder Por Favor: Code-switching in Task-oriented SemanticParsing    Arash Einolghozati, Abhinav Arora, Lorena Sainz-Maza Lecanda, Anuj Kumar, Sonal Gupta arXiv_AI arXiv_AI  OCR  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2021-01-25 ATRM: Attention-based Task-level Relation Module for GNN-based Few-shot Learning    Yurong Guo, Zhanyu Ma, Xiaoxu Li, Yuan Dong arXiv_CV arXiv_CV  Embedding  Pose  Classification  Relation  Few-Shot  Attention  PDF
• 2021-01-24 Improving Few-Shot Learning with Auxiliary Self-Supervised Pretext Tasks    Nathaniel Simard, Guillaume Lagrange arXiv_CV arXiv_CV  Represenation_Learning  Self-Supervised  Classification  Few-Shot  PDF
• 2021-01-24 Does Head Label Help for Long-Tailed Multi-Label Text Classification    Lin Xiao, Xiangliang Zhang, Liping Jing, Chi Huang, Mingyang Song arXiv_CL arXiv_CL  Text_Classification  Knowledge  Pose  Action  Classification  Few-Shot  PDF
• 2021-01-23 Contrastive Prototype Learning with Augmented Embeddings for Few-Shot Learning    Yizhao Gao, Nanyi Fei, Guangzhen Liu, Zhiwu Lu, Tao Xiang, Songfang Huang arXiv_CV arXiv_CV  Embedding  Pose  Few-Shot  PDF
• 2021-01-21 Learning rich touch representations through cross-modal self-supervision    Martina Zambelli, Yusuf Aytar, Francesco Visin, Yuxiang Zhou, Raia Hadsell arXiv_RO arXiv_RO  Self-Supervised  Pose  Classification  Few-Shot  PDF
• 2021-01-20 Few-shot Action Recognition with Prototype-centered Attentive Learning    Xiatian Zhu, Antoine Toisoul, Juan-Manuel Prez-Ra, Li Zhang, Brais Martinez, Tao Xiang arXiv_CV arXiv_CV  Recognition  Pose  Contrastive_Learning  Action_Recognition  Action  Few-Shot  PDF
• 2021-01-19 Cross-domain few-shot learning with unlabelled data    Fupin Yao arXiv_CV arXiv_CV  Knowledge  Self-Supervised  Pose  Few-Shot  PDF
• 2021-01-18 Machine learning with limited data    Fupin Yao arXiv_CV arXiv_CV  Recognition  Pose_Estimation  Pose  Face  Classification  Deep_Learning  Detection  Relation  Few-Shot  Object_Detection  Face_Recognition  Attention  Medical  Image_Classification  PDF
• 2021-01-17 What Makes Good In-Context Examples for GPT-$3$?    Jiachang Liu, Dinghan Shen, Yizhe Zhang, Bill Dolan, Lawrence Carin, Weizhu Chen arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  Attention  Text_Generation  PDF
• 2021-01-17 Few Shot Dialogue State Tracking using Meta-learning    Saket Dingliwal, Bill Gao, Sanchit Agarwal, Chien-Wei Lin, Tagyoung Chung, Dilek Hakkani-Tur arXiv_CL arXiv_CL  Tracking  Knowledge  Pose  Few-Shot  QA  PDF
• 2021-01-16 Free Lunch for Few-shot Learning: Distribution Calibration    Shuo Yang, Lu Liu, Min Xu arXiv_CV arXiv_CV  Classification  Few-Shot  PDF
• 2021-01-15 Temporal-Relational CrossTransformers for Few-Shot Action Recognition    Toby Perrett, Alessandro Masullo, Tilo Burghardt, Majid Mirmehdi, Dima Damen arXiv_CV arXiv_CV  Transformer  Recognition  Pose  Action_Recognition  Action  Relation  Few-Shot  Attention  Matching  PDF
• 2021-01-13 Learning to Focus: Cascaded Feature Matching Network for Few-shot Image Recognition    Mengting Chen, Xinggang Wang, Heng Luo, Yifeng Geng, Wenyu Liu arXiv_CV arXiv_CV  Recognition  Pose  Relation  Few-Shot  Matching  PDF
• 2021-01-12 Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis    Bingchen Liu, Yizhe Zhu, Kunpeng Song, Ahmed Elgammal arXiv_AI arXiv_AI  Adversarial  Self-Supervised  Pose  Few-Shot  GAN  PDF
• 2021-01-12 Self-Training Pre-Trained Language Models for Zero- and Few-Shot Multi-Dialectal Arabic Sequence Labeling    Muhammad Khalifa, Muhammad Abdul-Mageed, Khaled Shaalan arXiv_AI arXiv_AI  Zero-Shot  Speech  Pose  Few-Shot  Language_Model  PDF
• 2021-01-11 Lesion2Vec: Deep Metric Learning for Few Shot Multiple Lesions Recognition in Wireless Capsule Endoscopy    Sodiq Adewole, Philip Fernandez, James Jablonski, Sana Syed, Andrew Copland, Michael Porter, Donald Brown arXiv_CV arXiv_CV  Embedding  Recognition  Classification  Few-Shot  CNN  PDF
• 2021-01-10 Adaptive Prototypical Networks with Label Words and Joint Representation Learning for Few-Shot Relation Classification    Yan Xiao, Yaochu Jin, Kuangrong Hao arXiv_CL arXiv_CL  Represenation_Learning  Knowledge  Pose  Action  Classification  Relation  Few-Shot  PDF
• 2021-01-09 Detecting, Localising and Classifying Polyps from Colonoscopy Videos using Deep Learning    Yu Tian, Leonardo Zorron Cheng Tao Pu, Yuyuan Liu, Gabriel Maicas, Johan W. Verjans, Alastair D. Burt, Seon Ho Shin, Rajvinder Singh, Gustavo Carneiro arXiv_CV arXiv_CV  Pose  Classification  Deep_Learning  Detection  Few-Shot  PDF
• 2021-01-07 Few-Shot Learning with Class Imbalance    Mateusz Ochal, Massimiliano Patacchiola, Amos Storkey, Jose Vazquez, Sen Wang arXiv_CV arXiv_CV  Optimization  Pose  Few-Shot  PDF
• 2021-01-07 Simplified DOM Trees for Transferable Attribute Extraction from the Web    Yichao Zhou, Ying Sheng, Nguyen Vo, Nick Edmonds, Sandeep Tata arXiv_CL arXiv_CL  Knowledge  Pose  Action  Relation  Few-Shot  Recommendation  PDF
• 2021-01-05 Local Propagation for Few-Shot Learning    Yann Lifchitz, Yannis Avrithis, Sylvaine Picard arXiv_CV arXiv_CV  Image_Caption  Few-Shot  Inference  PDF
• 2021-01-05 Fixed-MAML for Few Shot Classification in Multilingual Speech Emotion Recognition    Anugunj Naman, Liliana Mancini arXiv_SD arXiv_SD  Recognition  Speech  Pose  Emotion  Classification  Few-Shot  PDF
• 2021-01-03 Meta-Learning Conjugate Priors for Few-Shot Bayesian Optimization    Ruduan Plug arXiv_AI arXiv_AI  Optimization  Pose  Few-Shot  PDF
• 2021-01-03 Few-shot Image Classification: Just Use a Library of Pre-trained Feature Extractors and a Simple Classifier    Arkabandhu Chowdhury, Mingchao Jiang, Chris Jermaine arXiv_AI arXiv_AI  Transfer_Learning  Classification  Few-Shot  Image_Classification  PDF
• 2021-01-02 Few-Shot Question Answering by Pretraining Span Selection    Ori Ram, Yuval Kirstain, Jonathan Berant, Amir Globerson, Omer Levy arXiv_CL arXiv_CL  Pose  Few-Shot  QA  PDF
• 2021-01-01 Understanding Few-Shot Commonsense Knowledge Models    Jeff Da, Ronan Le Bras, Ximing Lu, Yejin Choi, Antoine Bosselut arXiv_CL arXiv_CL  Knowledge  Relation  Few-Shot  PDF
• 2021-01-01 B-SMALL: A Bayesian Neural Network approach to Sparse Model-Agnostic Meta-Learning    Anish Madan, Ranjitha Prasad arXiv_AI arXiv_AI  Gradient_Descent  Reinforcement_Learning  Sparse  Pose  Classification  Few-Shot  PDF
• 2021-01-01 Multi-task Retrieval for Knowledge-Intensive Tasks    Jean Maillard, Vladimir Karpukhin, Fabio Petroni, Wen-tau Yih, Barlas Oğuz, Veselin Stoyanov, Gargi Ghosh arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  PDF
• 2020-12-31 Making Pre-trained Language Models Better Few-shot Learners    Tianyu Gao, Adam Fisch, Danqi Chen arXiv_CL arXiv_CL  Classification  Few-Shot  Language_Model  PDF
• 2020-12-31 A Closer Look at Few-Shot Crosslingual Transfer: Variance, Benchmarks and Baselines    Mengjie Zhao, Yi Zhu, Ehsan Shareghi, Roi Reichart, Anna Korhonen, Hinrich Schütze arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  PDF
• 2020-12-31 FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation    Kushal Lakhotia, Bhargavi Paranjape, Asish Ghoshal, Wen-tau Yih, Yashar Mehdad, Srinivasan Iyer arXiv_CL arXiv_CL  Few-Shot  Prediction  QA  PDF
• 2020-12-30 MM-FSOD: Meta and metric integrated few-shot object detection    Yuewen Li, Wenquan Feng, Shuchang Lyu, Qi Zhao, Xuliang Li arXiv_CV arXiv_CV  Embedding  Pose  Detection  Few-Shot  Object_Detection  CNN  PDF
• 2020-12-29 Few-Shot Named Entity Recognition: A Comprehensive Study    Jiaxin Huang, Chunyuan Li, Krishan Subudhi, Damien Jose, Shobana Balakrishnan, Weizhu Chen, Baolin Peng, Jianfeng Gao, Jiawei Han arXiv_CL arXiv_CL  Transformer  Recognition  Self-Supervised  Pose  Few-Shot  Language_Model  PDF
• 2020-12-29 Meta Adaptive Neural Ranking with Contrastive Synthetic Supervision    Si Sun, Yingzhuo Qian, Zhenghao Liu, Chenyan Xiong, Kaitao Zhang, Jie Bao, Zhiyuan Liu, Paul Bennett arXiv_CL arXiv_CL  Few-Shot  Medical  PDF
• 2020-12-28 Compositional Prototype Network with Multi-view Comparision for Few-Shot Point Cloud Semantic Segmentation    Xiaoyu Chen, Chi Zhang, Guosheng Lin, Jing Han arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Point_Cloud  3D  Pose  Few-Shot  Prediction  PDF
• 2020-12-27 Power Normalizations in Fine-grained Image, Few-shot Image and Graph Classification    Piotr Koniusz, Hongguang Zhang arXiv_CV arXiv_CV  Recognition  Classification  Deep_Learning  Relation  Few-Shot  CNN  PDF
• 2020-12-26 Spatial Contrastive Learning for Few-Shot Classification    Yassine Ouali, Céline Hudelot, Myriam Tami arXiv_CV arXiv_CV  Embedding  Pose  Contrastive_Learning  Classification  Few-Shot  Attention  PDF
• 2020-12-26 Few Shot Learning With No Labels    Aditya Bharti, N.B. Vineeth, C.V. Jawahar arXiv_CV arXiv_CV  Image_Caption  Classification  Few-Shot  PDF
• 2020-12-24 Task-Adaptive Negative Class Envision for Few-Shot Open-Set Recognition    Shiyuan Huang, Jiawei Ma, Guangxing Han, Shih-Fu Chang arXiv_CV arXiv_CV  Recognition  Knowledge  Pose  Few-Shot  PDF
• 2020-12-22 Few-Shot Text Generation with Pattern-Exploiting Training    Timo Schick, Hinrich Schütze arXiv_CL arXiv_CL  Text_Classification  Pose  Classification  Few-Shot  Summarization  Text_Generation  Language_Model  PDF
• 2020-12-20 PTN: A Poisson Transfer Network for Semi-supervised Few-shot Learning    Huaxi Huang, Junjie Zhang, Jian Zhang, Qiang Wu, Chang Xu arXiv_CV