Few-Shot

Few-Shot

• 2022-12-08 Frozen CLIP Model is Efficient Point Cloud Backbone    Xiaoshui Huang, Sheng Li, Wentao Qu, Tong He, Yifan Zuo, Wanli Ouyang arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Point_Cloud  3D  Classification  Detection  Few-Shot  PDF
• 2022-12-08 Successive Prompting for Decomposing Complex Questions    Dheeru Dua, Shivanshu Gupta, Sameer Singh, Matt Gardner arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2022-12-08 LLM-Planner: Few-Shot Grounded Planning for Embodied Agents with Large Language Models    Chan Hee Song, Jiaman Wu, Clayton Washington, Brian M. Sadler, Wei-Lun Chao, Yu Su arXiv_AI arXiv_AI  Pose  Few-Shot  Language_Model  PDF
• 2022-12-08 Demystifying Prompts in Language Models via Perplexity Estimation    Hila Gonen, Srini Iyer, Terra Blevins, Noah A. Smith, Luke Zettlemoyer arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2022-12-07 Few-shot Medical Image Segmentation with Cycle-resemblance Attention    Hao Ding, Changchang Sun, Hao Tang, Dawen Cai, Yan Yan arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Self-Supervised  Pose  Relation  Few-Shot  Attention  Medical  PDF
• 2022-12-07 Towards Automatic Cetacean Photo-Identification: A Framework for Fine-Grain, Few-Shot Learning in Marine Ecology    Cameron Trotter, Nick Wright, A. Stephen McGough, Matt Sharpe, Barbara Cheney, Mònica Arso Civil, Reny Tyson Moore, Jason Allen, Per Berggren arXiv_AI arXiv_AI  Classification  Detection  Few-Shot  Matching  PDF
• 2022-12-07 Learn to Explore: on Bootstrapping Interactive Data Exploration with Meta-learning    Yukun Cao, Xike Xie, Kexin Huang arXiv_AI arXiv_AI  Pose  Few-Shot  PDF
• 2022-12-07 JamPatoisNLI: A Jamaican Patois Natural Language Inference Dataset    Ruth-Ann Armstrong, John Hewitt, Christopher Manning arXiv_CL arXiv_CL  Relation  Few-Shot  Inference  PDF
• 2022-12-07 Towards using Few-Shot Prompt Learning for Automating Model Completion    Meriem Ben Chaaben, Lola Burgueño, Houari Sahraoui arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2022-12-06 Few-Shot Preference Learning for Human-in-the-Loop RL    Joey Hejna, Dorsa Sadigh arXiv_AI arXiv_AI  Reinforcement_Learning  Few-Shot  PDF
• 2022-12-06 Fine-tuned CLIP Models are Efficient Video Learners    Hanoona Rasheed, Muhammad Uzair Khattak, Muhammad Maaz, Salman Khan, Fahad Shahbaz Khan arXiv_AI arXiv_AI  Embedding  Zero-Shot  Pose  Relation  Few-Shot  Matching  PDF
• 2022-12-06 FacT: Factor-Tuning for Lightweight Adaptation on Vision Transformer    Shibo Jie, Zhi-Hong Deng arXiv_CV arXiv_CV  Transformer  Transfer_Learning  3D  Pose  Few-Shot  PDF
• 2022-12-06 GAS-Net: Generative Artistic Style Neural Networks for Fonts    Haoyang He, Xin Jin, Angela Chen arXiv_AI arXiv_AI  Deep_Learning  Few-Shot  PDF
• 2022-12-06 DiSTRICT: Dialogue State Tracking with Retriever Driven In-Context Tuning    Praveen Venkateswaran, Evelyn Duesterwald, Vatche Isahagian arXiv_CL arXiv_CL  Tracking  Zero-Shot  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2022-12-05 Cross-Domain Few-Shot Relation Extraction via Representation Learning and Domain Adaptation    Zhongju Yuan, Zhenkun Wang, Genghui Li arXiv_AI arXiv_AI  Represenation_Learning  Adversarial  Pose  Action  Relation  Few-Shot  Relation_Extraction  PDF
• 2022-12-05 Improving Few-Shot Performance of Language Models via Nearest Neighbor Calibration    Feng Nie, Meixi Chen, Zhirui Zhang, Xu Cheng arXiv_CL arXiv_CL  Text_Classification  Regularization  Pose  Classification  Sentiment  Few-Shot  Language_Model  Prediction  PDF
• 2022-12-05 Learning to Learn Better for Video Object Segmentation    Meng Lan, Jing Zhang, Lefei Zhang, Dacheng Tao arXiv_CV arXiv_CV  Transformer  Segmentation  Embedding  Pose  Few-Shot  Matching  PDF
• 2022-12-04 Land Use Prediction using Electro-Optical to SAR Few-Shot Transfer Learning    Marcel Hussing, Karen Li, Eric Eaton arXiv_AI arXiv_AI  Embedding  Transfer_Learning  Knowledge  Contrastive_Learning  Deep_Learning  Few-Shot  Prediction  PDF
• 2022-12-04 Understanding How Model Size Affects Few-shot Instruction Prompting    Ayrton San Joaquin, Ardy Haroen arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2022-12-04 Languages You Know Influence Those You Learn: Impact of Language Characteristics on Multi-Lingual Text-to-Text Transfer    Benjamin Muller, Deepanshu Gupta, Siddharth Patwardhan, Jean-Philippe Fauconnier, David Vandyke, Sachin Agarwal arXiv_AI arXiv_AI  Transformer  Bert  Zero-Shot  Knowledge  Few-Shot  Language_Model  PDF
• 2022-12-04 KPT: Keyword-guided Pre-training for Grounded Dialog Generation    Qi Zhu, Fei Mi, Zheng Zhang, Yasheng Wang, Yitong Li, Xin Jiang, Qun Liu, Xiaoyan Zhu, Minlie Huang arXiv_CL arXiv_CL  Transformer  Knowledge  Knowledge_Graph  Self-Supervised  Pose  Few-Shot  Language_Model  QA  PDF
• 2022-12-03 What is Not in the Context? Evaluation of Few-shot Learners with Informative Demonstrations    Michal Štefánik, Marek Kadlčík arXiv_AI arXiv_AI  Few-Shot  Language_Model  Prediction  PDF
• 2022-12-03 VLG: General Video Recognition with Web Textual Knowledge    Jintao Lin, Zhaoyang Liu, Wenhai Wang, Wayne Wu, Limin Wang arXiv_CV arXiv_CV  Recognition  Knowledge  Pose  Action  Few-Shot  Attention  PDF
• 2022-12-03 PartSLIP: Low-Shot Part Segmentation for 3D Point Clouds via Pretrained Image-Language Models    Minghua Liu, Yinhao Zhu, Hong Cai, Shizhong Han, Zhan Ling, Fatih Porikli, Hao Su arXiv_CV arXiv_CV  Segmentation  Point_Cloud  3D  Zero-Shot  Knowledge  Detection  Few-Shot  Language_Model  PDF
• 2022-12-03 Meta Learning for Few-Shot Medical Text Classification    Pankaj Sharma, Imran Qureshi, Minh Tran arXiv_CL arXiv_CL  Text_Classification  Classification  Few-Shot  Medical  Language_Model  PDF
• 2022-12-02 Legal Prompting: Teaching a Language Model to Think Like a Lawyer    Fangyi Yu, Lee Quartey, Frank Schilder arXiv_AI arXiv_AI  Zero-Shot  Few-Shot  Language_Model  PDF
• 2022-12-02 Activating the Discriminability of Novel Classes for Few-shot Segmentation    Dianwen Mei, Wei Zhuo, Jiandong Tian, Guangming Lu, Wenjie Pei arXiv_CV arXiv_CV  Segmentation  Pose  Quantitative  Few-Shot  Prediction  PDF
• 2022-12-02 General Framework for Self-Supervised Model Priming for Parameter-Efficient Fine-tuning    Shih-Cheng Huang, Shih-Heng Wang, Min-Han Shih, Saurav Sahay, Hung-yi Lee arXiv_AI arXiv_AI  Self-Supervised  Pose  Few-Shot  Language_Model  PDF
• 2022-12-02 Few-Shot Nested Named Entity Recognition    Hong Ming, Jiaoyun Yang, Lili Jiang, Yan Pan, Ning An arXiv_AI arXiv_AI  Transfer_Learning  Recognition  Knowledge  Pose  Contrastive_Learning  Few-Shot  Inference  PDF
• 2022-12-01 On Utilizing Relationships for Transferable Few-Shot Fine-Grained Object Detection    Ambar Pal, Arnau Ramisa, Amit Kumar K C, René Vidal arXiv_AI arXiv_AI  Zero-Shot  Knowledge  Pose  Detection  Relation  Few-Shot  Object_Detection  PDF
• 2022-12-01 One-shot recognition of any material anywhere using contrastive learning with physics-based rendering    Manuel S. Drehwald (3), Sagi Eppel (1 and 2 and 4), Jolina Li (2 and 4), Han Hao (2), Alan Aspuru-Guzik (1 and 2) ((1) Vector institute, (2) University of Toronto, (3) Karlsruhe Institute of Technology, (4) Innoviz) arXiv_CV arXiv_CV  Recognition  3D  Contrastive_Learning  Action  Few-Shot  PDF
• 2022-12-01 Finetune like you pretrain: Improved finetuning of zero-shot vision models    Sachin Goyal, Ananya Kumar, Sankalp Garg, Zico Kolter, Aditi Raghunathan arXiv_CV arXiv_CV  Embedding  Transfer_Learning  Zero-Shot  Pose  Few-Shot  PDF
• 2022-12-01 FoPro: Few-Shot Guided Robust Webly-Supervised Prototypical Learning    Yulei Qin, Xingyu Chen, Chao Chen, Yunhang Shen, Bo Ren, Yun Gu, Jie Yang, Chunhua Shen arXiv_CV arXiv_CV  Represenation_Learning  Pose  Contrastive_Learning  Few-Shot  PDF
• 2022-12-01 Data-Efficient Finetuning Using Cross-Task Nearest Neighbors    Hamish Ivison, Noah A. Smith, Hannaneh Hajishirzi, Pradeep Dasigi arXiv_CL arXiv_CL  Few-Shot  Language_Model  QA  PDF
• 2022-12-01 AUG-FedPrompt: Practical Few-shot Federated NLP with Data-augmented Prompts    Dongqi Cai, Yaozong Wu, Haitao Yuan, Shangguang Wang, Felix Xiaozhu Lin, Mengwei Xu arXiv_CL arXiv_CL  Transformer  Pose  Few-Shot  PDF
• 2022-11-30 Evidential Conditional Neural Processes    Deep Shankar Pandey, Qi Yu arXiv_AI arXiv_AI  Pose  Relation  Few-Shot  Prediction  PDF
• 2022-11-30 Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification    Jijie Wu, Dongliang Chang, Aneeshan Sain, Xiaoxu Li, Zhanyu Ma, Jie Cao, Jun Guo, Yi-Zhe Song arXiv_CV arXiv_CV  Reconstruction  Classification  Few-Shot  Image_Classification  PDF
• 2022-11-30 ConvLab-3: A Flexible Dialogue System Toolkit Based on a Unified Data Format    Qi Zhu, Christian Geishauser, Hsien-chin Lin, Carel van Niekerk, Baolin Peng, Zheng Zhang, Michael Heck, Nurul Lubis, Dazhen Wan, Xiaochen Zhu, Jianfeng Gao, Milica Gašić, Minlie Huang arXiv_AI arXiv_AI  Transformer  Reinforcement_Learning  Knowledge  Few-Shot  PDF
• 2022-11-30 RAFT: Rationale adaptor for few-shot abusive language detection    Punyajoy Saha, Divyanshu Sheth, Kushal Kedia, Binny Mathew, Animesh Mukherjee arXiv_CL arXiv_CL  Bert  Pose  Classification  Detection  Few-Shot  PDF
• 2022-11-30 Explicit Knowledge Transfer for Weakly-Supervised Code Generation    Zhangir Azerbayev, Ansong Ni, Hailey Schoelkopf, Dragomir Radev arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2022-11-30 Geoclidean: Few-Shot Generalization in Euclidean Geometry    Joy Hsu, Jiajun Wu, Noah D. Goodman arXiv_CV arXiv_CV  Few-Shot  PDF
• 2022-11-29 SPARTAN: Sparse Hierarchical Memory for Parameter-Efficient Transformers    Ameet Deshpande, Md Arafat Sultan, Anthony Ferritto, Ashwin Kalyan, Karthik Narasimhan, Avirup Sil arXiv_AI arXiv_AI  Transformer  NAS  Optimization  Sparse  Pose  Few-Shot  GAN  Inference  Language_Model  PDF
• 2022-11-29 Exploiting Category Names for Few-Shot Classification with Vision-Language Models    Taihong Xiao, Zirui Wang, Liangliang Cao, Jiahui Yu, Shengyang Dai, Ming-Hsuan Yang arXiv_CV arXiv_CV  Transformer  Embedding  Zero-Shot  Pose  Classification  Few-Shot  Image_Classification  Language_Model  PDF
• 2022-11-29 Disentangled Generation with Information Bottleneck for Few-Shot Learning    Zhuohang Dang, Jihong Wang, Minnan Luo, Chengyou Jia, Caixia Yan, Qinghua Zheng arXiv_CV arXiv_CV  Represenation_Learning  Pose  Few-Shot  PDF
• 2022-11-29 Few-shot Query-Focused Summarization with Prefix-Merging    Ruifeng Yuan, Zili Wang, Ziqiang Cao, Wenjie Li arXiv_AI arXiv_AI  Knowledge  Pose  Few-Shot  Summarization  PDF
• 2022-11-29 Better Generalized Few-Shot Learning Even Without Base Data    Seongwoong Kim, Dong-Wan Choi arXiv_AI arXiv_AI  Knowledge  Pose  Few-Shot  PDF
• 2022-11-29 PatchMix Augmentation to Identify Causal Features in Few-shot Learning    Chengming Xu, Chen Liu, Xinwei Sun, Siqian Yang, Yabiao Wang, Chengjie Wang, Yanwei Fu arXiv_CV arXiv_CV  Reconstruction  Unsupervised  Knowledge  Pose  Classification  Relation  Few-Shot  PDF
• 2022-11-28 SuS-X: Training-Free Name-Only Transfer of Vision-Language Models    Vishaal Udandarao, Ankush Gupta, Samuel Albanie arXiv_CV arXiv_CV  Transformer  Zero-Shot  Knowledge  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-11-28 SgVA-CLIP: Semantic-guided Visual Adapting of Vision-Language Models for Few-shot Image Classification    Fang Peng, Xiaoshan Yang, Changsheng Xu arXiv_CV arXiv_CV  Transformer  Represenation_Learning  Knowledge  Self-Supervised  Pose  Classification  Few-Shot  Image_Classification  Language_Model  PDF
• 2022-11-28 RankDNN: Learning to Rank for Few-shot Learning    Qianyu Guo, Hongtong Gong, Xujun Wei, Yanwei Fu, Weifeng Ge, Yizhou Yu, Wenqiang Zhang arXiv_CV arXiv_CV  Image_Retrieval  Pose  Classification  Relation  Few-Shot  Image_Classification  PDF
• 2022-11-28 Revisiting Distance Metric Learning for Few-Shot Natural Language Classification    Witold Sosnowski, Anna Wróblewska, Karolina Seweryn, Piotr Gawrysiak arXiv_AI arXiv_AI  Bert  Classification  Few-Shot  Attention  Inference  Language_Model  PDF
• 2022-11-28 Distance Metric Learning Loss Functions in Few-Shot Scenarios of Supervised Language Models Fine-Tuning    Witold Sosnowski, Karolina Seweryn, Anna Wróblewska, Piotr Gawrysiak arXiv_AI arXiv_AI  Bert  Classification  Few-Shot  Language_Model  PDF
• 2022-11-27 Multi-Modal Few-Shot Temporal Action Detection via Vision-Language Meta-Adaptation    Sauradip Nag, Mengmeng Xu, Xiatian Zhu, Juan-Manuel Perez-Rua, Bernard Ghanem, Yi-Zhe Song, Tao Xiang arXiv_AI arXiv_AI  Transformer  Zero-Shot  Action  Detection  Few-Shot  Object_Detection  Activity  Language_Model  PDF
• 2022-11-27 Understanding BLOOM: An empirical study on diverse NLP tasks    Parag Pravin Dakle, SaiKrishna Rallabandi, Preethi Raghavan arXiv_CL arXiv_CL  Zero-Shot  Text_Classification  Action  Classification  Few-Shot  Text_Generation  PDF
• 2022-11-27 Breaking Immutable: Information-Coupled Prototype Elaboration for Few-Shot Object Detection    Xiaonan Lu, Wenhui Diao, Yongqiang Mao, Junxi Li, Peijin Wang, Xian Sun, Kun Fu arXiv_CV arXiv_CV  Salient  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-11-27 Prototype as Query for Few Shot Semantic Segmentation    Leilei Cao, Yibo Guo, Ye Yuan, Qiangguo Jin arXiv_CV arXiv_CV  Transformer  Segmentation  Embedding  Semantic_Segmentation  Pose  Action  Relation  Few-Shot  Attention  PDF
• 2022-11-27 Cross-domain Few-shot Segmentation with Transductive Fine-tuning    Yuhang Lu, Xinyi Wu, Zhenyao Wu, Song Wang arXiv_CV arXiv_CV  Segmentation  Unsupervised  Regularization  Pose  Few-Shot  Medical  PDF
• 2022-11-27 BadPrompt: Backdoor Attacks on Continuous Prompts    Xiangrui Cai, Haidong Xu, Sihan Xu, Ying Zhang, Xiaojie Yuan arXiv_AI arXiv_AI  Optimization  Pose  Few-Shot  Attention  PDF
• 2022-11-26 A Maximum Log-Likelihood Method for Imbalanced Few-Shot Learning Tasks    Samuel Hess, Gregory Ditzler arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2022-11-26 DynaGAN: Dynamic Few-shot Adaptation of GANs to Multiple Domains    Seongtae Kim, Kyoungkook Kang, Geonung Kim, Seung-Hwan Baek, Sunghyun Cho arXiv_CV arXiv_CV  Knowledge  Pose  Quantitative  Few-Shot  GAN  PDF
• 2022-11-25 MAEDAY: MAE for few and zero shot AnomalY-Detection    Eli Schwartz, Assaf Arbelle, Leonid Karlinsky, Sivan Harary, Florian Scheidegger, Sivan Doveh, Raja Giryes arXiv_CV arXiv_CV  Transformer  Reconstruction  Embedding  Zero-Shot  Self-Supervised  Detection  Few-Shot  PDF
• 2022-11-25 A Strong Baseline for Generalized Few-Shot Semantic Segmentation    Sina Hajimiri, Malik Boudiaf, Ismail Ben Ayed, Jose Dolz arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Knowledge  Pose  Few-Shot  Inference  Prediction  PDF
• 2022-11-24 Multi-label Few-shot ICD Coding as Autoregressive Generation with Prompt    Zhichao Yang, Sunjae Kwon, Zonghai Yao, Hong Yu arXiv_AI arXiv_AI  Classification  Few-Shot  Attention  Medical  Prediction  PDF
• 2022-11-24 Few-shot Object Detection with Refined Contrastive Learning    Zeyu Shangguan, Lian Huai, Tong Liu, Xingqun Jiang arXiv_AI arXiv_AI  Pose  Contrastive_Learning  Detection  Few-Shot  Object_Detection  Attention  Prediction  PDF
• 2022-11-23 PANeRF: Pseudo-view Augmentation for Improved Neural Radiance Fields Based on Few-shot Inputs    Young Chun Ahn, Seokhwan Jang, Sungheon Park, Ji-Yeon Kim, Nahyup Kang arXiv_CV arXiv_CV  Sparse  Pose  Few-Shot  PDF
• 2022-11-22 Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks    Wenhu Chen, Xueguang Ma, Xinyi Wang, William W. Cohen arXiv_AI arXiv_AI  Zero-Shot  Pose  Few-Shot  Language_Model  QA  PDF
• 2022-11-22 HyperTuning: Toward Adapting Large Language Models without Back-propagation    Jason Phang, Yi Mao, Pengcheng He, Weizhu Chen arXiv_CL arXiv_CL  Optimization  Pose  Few-Shot  Language_Model  PDF
• 2022-11-22 Adaptive Prototypical Networks    Manas Gogoi, Sambhavi Tiwari, Shekhar Verma arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  PDF
• 2022-11-22 The Euclidean Space is Evil: Hyperbolic Attribute Editing for Few-shot Image Generation    Lingxiao Li, Yi Zhang, Shuhui Wang arXiv_CV arXiv_CV  Image_Generation  Pose  Few-Shot  PDF
• 2022-11-22 Coreference Resolution through a seq2seq Transition-Based System    Bernd Bohnet, Chris Alberti, Michael Collins arXiv_AI arXiv_AI  Zero-Shot  Few-Shot  Language_Model  PDF
• 2022-11-22 Knowledge Prompting for Few-shot Action Recognition    Yuheng Shi, Xinxiao Wu, Hanxi Lin arXiv_CV arXiv_CV  Transformer  Recognition  Knowledge  Pose  Action_Recognition  Action  Classification  Few-Shot  Caption  Language_Model  Matching  PDF
• 2022-11-21 TEMPERA: Test-Time Prompting via Reinforcement Learning    Tianjun Zhang, Xuezhi Wang, Denny Zhou, Dale Schuurmans, Joseph E. Gonzalez arXiv_AI arXiv_AI  Reinforcement_Learning  Zero-Shot  Knowledge  Pose  Action  Classification  Sentiment  Few-Shot  Inference  Language_Model  PDF
• 2022-11-21 Can You Label Less by Using Out-of-Domain Data? Active & Transfer Learning with Few-shot Instructions    Rafal Kocielnik, Sara Kangaslahti, Shrimai Prabhumoye, Meena Hari, R. Michael Alvarez, Anima Anandkumar arXiv_AI arXiv_AI  Transfer_Learning  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2022-11-21 Multitask Vision-Language Prompt Tuning    Sheng Shen, Shijia Yang, Tianjun Zhang, Bohan Zhai, Joseph E. Gonzalez, Kurt Keutzer, Trevor Darrell arXiv_CV arXiv_CV  Transformer  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2022-11-21 PointCLIP V2: Adapting CLIP for Powerful 3D Open-world Learning    Xiangyang Zhu, Renrui Zhang, Bowei He, Ziyao Zeng, Shanghang Zhang, Peng Gao arXiv_CV arXiv_CV  Transformer  Segmentation  Point_Cloud  3D  Zero-Shot  Pose  Classification  Detection  Few-Shot  Object_Detection  Language_Model  PDF
• 2022-11-21 CGoDial: A Large-Scale Benchmark for Chinese Goal-oriented Dialog Evaluation    Yinpei Dai, Wanwei He, Bowen Li, Yuchuan Wu, Zheng Cao, Zhongqi An, Jian Sun, Yongbin Li arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  Prediction  PDF
• 2022-11-21 Few-shot Non-line-of-sight Imaging with Signal-surface Collaborative Regularization    Xintong Liu, Jianyu Wang, Leping Xiao, Xing Fu, Lingyun Qiu, Zuoqiang Shi arXiv_CV arXiv_CV  Reconstruction  3D  Sparse  Regularization  Knowledge  Pose  Face  Few-Shot  Autonomous  Inference  PDF
• 2022-11-21 Language in a Bottle: Language Model Guided Concept Bottlenecks for Interpretable Image Classification    Yue Yang, Artemis Panagopoulou, Shenghao Zhou, Daniel Jin, Chris Callison-Burch, Mark Yatskar arXiv_CV arXiv_CV  Recognition  Classification  Few-Shot  Image_Classification  Language_Model  PDF
• 2022-11-20 Progressively Dual Prior Guided Few-shot Semantic Segmentation    Qinglong Cao, Yuntian Chen, Xiwen Yao, Junwei Han arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Few-Shot  PDF
• 2022-11-20 Efficient Meta Reinforcement Learning for Preference-based Fast Adaptation    Zhizhou Ren, Anji Liu, Yitao Liang, Jian Peng, Jianzhu Ma arXiv_AI arXiv_AI  Reinforcement_Learning  Action  Few-Shot  PDF
• 2022-11-19 Combining State-of-the-Art Models with Maximal Marginal Relevance for Few-Shot and Zero-Shot Multi-Document Summarization    David Adams, Gandharv Suri, Yllias Chali arXiv_CL arXiv_CL  Zero-Shot  Pose  Deep_Learning  Few-Shot  Summarization  Language_Model  PDF
• 2022-11-18 Where is my Wallet? Modeling Object Proposal Sets for Egocentric Visual Query Localization    Mengmeng Xu, Yanghao Li, Cheng-Yang Fu, Bernard Ghanem, Tao Xiang, Juan-Manuel Perez-Rua arXiv_CV arXiv_CV  Transformer  3D  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-11-18 Knowledge Graph Refinement based on Triplet BERT-Networks    Armita Khajeh Nassiri (1), Nathalie Pernelle (2), Fatiha Sais (1), Gianluca Quercini (1) ((1) LISN, CNRS UMR 9015, University of Paris Saclay (2) LIPN, CNRS UMR 7030, University of Sorbonne Paris Nord) arXiv_AI arXiv_AI  Transformer  Embedding  Bert  Knowledge  Knowledge_Graph  Pose  Classification  Relation  Few-Shot  Language_Model  Prediction  PDF
• 2022-11-18 PAL: Program-aided Language Models    Luyu Gao, Aman Madaan, Shuyan Zhou, Uri Alon, Pengfei Liu, Yiming Yang, Jamie Callan, Graham Neubig arXiv_AI arXiv_AI  Pose  Few-Shot  Language_Model  PDF
• 2022-11-18 Self-Transriber: Few-shot Lyrics Transcription with Self-training    Xiaoxue Gao, Xianghu Yue, Haizhou Li arXiv_SD arXiv_SD  Pose  Few-Shot  PDF
• 2022-11-18 Weighted Ensemble Self-Supervised Learning    Yangjun Ruan, Saurabh Singh, Warren Morningstar, Alexander A. Alemi, Sergey Ioffe, Ian Fischer, Joshua V. Dillon arXiv_AI arXiv_AI  Self-Supervised  Few-Shot  PDF
• 2022-11-17 ProtSi: Prototypical Siamese Network with Data Augmentation for Few-Shot Subjective Answer Evaluation    Yining Lu, Jingxi Qiu, Gaurav Gupta arXiv_CL arXiv_CL  Unsupervised  Bert  Text_Classification  Pose  Contrastive_Learning  Classification  Few-Shot  PDF
• 2022-11-17 UniSumm: Unified Few-shot Summarization with Multi-Task Pre-Training and Prefix-Tuning    Yulong Chen, Yang Liu, Ruochen Xu, Ziyi Yang, Chenguang Zhu, Michael Zeng, Yue Zhang arXiv_CL arXiv_CL  Transformer  Knowledge  Pose  Few-Shot  Summarization  PDF
• 2022-11-17 Self-Training with Purpose Preserving Augmentation Improves Few-shot Generative Dialogue State Tracking    Jihyun Lee, Chaebin Lee, Yunsu Kim, Gary Geunbae Lee arXiv_CL arXiv_CL  Tracking  Pose  Few-Shot  PDF
• 2022-11-16 On Measuring the Intrinsic Few-Shot Hardness of Datasets    Xinran Zhao, Shikhar Murty, Christopher D. Manning arXiv_CL arXiv_CL  Transformer  Pose  Few-Shot  PDF
• 2022-11-16 Interpretable Few-shot Learning with Online Attribute Selection    Mohammad Reza Zarei, Majid Komeili arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2022-11-16 Prompting PaLM for Translation: Assessing Strategies and Performance    David Vilar, Markus Freitag, Colin Cherry, Jiaming Luo, Viresh Ratnakar, George Foster arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2022-11-16 Technical Report on Neural Language Models and Few-Shot Learning for Systematic Requirements Processing in MDSE    Vincent Bertram, Miriam Boß, Evgeny Kusmenko, Imke Helene Nachmann, Bernhard Rumpe, Danilo Trotta, Louis Wachtmeister arXiv_AI arXiv_AI  Few-Shot  Language_Model  PDF
• 2022-11-16 Region Proposal Network Pre-Training Helps Label-Efficient Object Detection    Linus Ericsson, Nanqing Dong, Yongxin Yang, Ales Leonardis, Steven McDonagh arXiv_CV arXiv_CV  Transformer  Segmentation  Self-Supervised  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-11-16 Interclass Prototype Relation for Few-Shot Segmentation    Atsuro Okazawa arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Sparse  Pose  Classification  Relation  Few-Shot  PDF
• 2022-11-16 Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering    Juan Zha, Zheng Li, Ying Wei, Yu Zhang arXiv_CL arXiv_CL  Text_Classification  Knowledge  Self-Supervised  Pose  Classification  Relation  Few-Shot  GAN  PDF
• 2022-11-15 Reasoning Circuits: Few-shot Multihop Question Generation with Structured Rationales    Saurabh Kulshreshtha, Anna Rumshisky arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  Prediction  PDF
• 2022-11-15 MEAL: Stable and Active Learning for Few-Shot Prompting    Abdullatif Köksal, Timo Schick, Hinrich Schütze arXiv_CL arXiv_CL  Pose  Classification  Few-Shot  Prediction  PDF
• 2022-11-15 QAmeleon: Multilingual QA with Only 5 Examples    Priyanka Agrawal, Chris Alberti, Fantine Huot, Joshua Maynez, Ji Ma, Sebastian Ruder, Kuzman Ganchev, Dipanjan Das, Mirella Lapata arXiv_CL arXiv_CL  Few-Shot  Language_Model  QA  PDF
• 2022-11-15 A Low-Shot Object Counting Network With Iterative Prototype Adaptation    Nikola Djukic, Alan Lukezic, Vitjan Zavrtanik, Matej Kristan arXiv_CV arXiv_CV  Zero-Shot  Pose  Action  Few-Shot  Matching  PDF
• 2022-11-15 Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information    Zifeng Ding, Jingpei Wu, Bailan He, Yunpu Ma, Zhen Han, Volker Tresp arXiv_AI arXiv_AI  Knowledge  Knowledge_Graph  Pose  Few-Shot  Prediction  PDF
• 2022-11-15 FedTune: A Deep Dive into Efficient Federated Fine-Tuning with Pre-trained Transformers    Jinyu Chen, Wenchao Xu, Song Guo, Junxiao Wang, Jie Zhang, Haozhao Wang arXiv_CL arXiv_CL  Transformer  Transfer_Learning  Few-Shot  Attention  CNN  Language_Model  PDF
• 2022-11-15 A Benchmark for Structured Extractions from Complex Documents    Zilong Wang, Yichao Zhou, Wei Wei, Chen-Yu Lee, Sandeep Tata arXiv_AI arXiv_AI  Pose  Action  Few-Shot  Attention  Language_Model  Matching  PDF
• 2022-11-15 Prompting Language Models for Linguistic Structure    Terra Blevins, Hila Gonen, Luke Zettlemoyer arXiv_CL arXiv_CL  Recognition  Knowledge  Speech  Face  Few-Shot  Language_Model  Prediction  PDF
• 2022-11-14 Are Hard Examples also Harder to Explain? A Study with Human and Model-Generated Explanations    Swarnadeep Saha, Peter Hase, Nazneen Rajani, Mohit Bansal arXiv_AI arXiv_AI  Few-Shot  Language_Model  PDF
• 2022-11-14 AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERT    Aman Priyanshu, Supriti Vijay arXiv_CL arXiv_CL  Transformer  Bert  Zero-Shot  Pose  Ontology  Action  Few-Shot  Attention  Recommendation  PDF
• 2022-11-14 Few-shot Metric Learning: Online Adaptation of Embedding for Retrieval    Deunsol Jung, Dahyun Kang, Suha Kwak, Minsu Cho arXiv_CV arXiv_CV  Embedding  Image_Retrieval  Pose  Few-Shot  PDF
• 2022-11-14 Retrieval-Augmented Generative Question Answering for Event Argument Extraction    Xinya Du, Heng Ji arXiv_CL arXiv_CL  Pose  Action  Few-Shot  Language_Model  Prediction  QA  PDF
• 2022-11-13 Enhancing Few-shot Image Classification with Cosine Transformer    Quang-Huy Nguyen, Cuong Q. Nguyen, Dung D. Le, Hieu H. Pham, Minh N. Do arXiv_CV arXiv_CV  Transformer  Embedding  Pose  Classification  Relation  Few-Shot  Attention  Image_Classification  PDF
• 2022-11-12 Few-Shot Learning for Biometric Verification    Umaid M. Zaffar, Marium Aslam, Muhammad Imran Malik, Saad Bin Ahmed arXiv_CV arXiv_CV  Pose  Face  Deep_Learning  Few-Shot  PDF
• 2022-11-12 Few-shot Multimodal Sentiment Analysis based on Multimodal Probabilistic Fusion Prompts    Xiaocui Yang, Shi Feng, Daling Wang, Pengfei Hong, Soujanya Poria arXiv_CL arXiv_CL  Pose  Detection  Sentiment  Few-Shot  Language_Model  Prediction  PDF
• 2022-11-11 StrokeGAN+: Few-Shot Semi-Supervised Chinese Font Generation with Stroke Encoding    Jinshan Zeng, Yefei Wang, Qi Chen, Yunxin Liu, Mingwen Wang, Yuan Yao arXiv_CV arXiv_CV  Zero-Shot  Adversarial  Pose  Few-Shot  GAN  PDF
• 2022-11-11 Gradient Imitation Reinforcement Learning for General Low-Resource Information Extraction    Xuming Hu, Shiao Meng, Chenwei Zhang, Xiangli Yang, Lijie Wen, Irwin King, Philip S. Yu arXiv_CL arXiv_CL  Unsupervised  Gradient_Descent  Recognition  Reinforcement_Learning  Optimization  Regularization  Knowledge  Action  Relation  Few-Shot  Relation_Extraction  PDF
• 2022-11-11 CCPrompt: Counterfactual Contrastive Prompt-Tuning for Many-Class Classification    Yang Li, Canran Xu, Tao Shen, Jing Jiang, Guodong Long arXiv_CL arXiv_CL  Represenation_Learning  Knowledge  Pose  Action  Classification  Relation  Few-Shot  Relation_Extraction  Text_Generation  PDF
• 2022-11-10 Nano: Nested Human-in-the-Loop Reward Learning for Few-shot Language Model Control    Xiang Fan, Yiwei Lyu, Paul Pu Liang, Ruslan Salakhutdinov, Louis-Philippe Morency arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2022-11-10 Prompt Learning for Domain Adaptation in Task-Oriented Dialogue    Makesh Narsimhan Sreedhar, Christopher Parisien arXiv_CL arXiv_CL  Face  Classification  Few-Shot  Language_Model  PDF
• 2022-11-10 Few-shot Classification with Hypersphere Modeling of Prototypes    Ning Ding, Yulin Chen, Ganqu Cui, Xiaobin Wang, Hai-Tao Zheng, Zhiyuan Liu, Pengjun Xie arXiv_CV arXiv_CV  Embedding  Represenation_Learning  Pose  Face  Classification  Few-Shot  PDF
• 2022-11-09 Efficient Zero-shot Event Extraction with Context-Definition Alignment    Hongming Zhang, Wenlin Yao, Dong Yu arXiv_CL arXiv_CL  Transformer  Embedding  Zero-Shot  Pose  Ontology  Contrastive_Learning  Action  Few-Shot  Inference  PDF
• 2022-11-09 miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings    Tassilo Klein, Moin Nabi arXiv_CL arXiv_CL  Embedding  Self-Supervised  Pose  Contrastive_Learning  Few-Shot  Attention  PDF
• 2022-11-09 Few-Shot Character Understanding in Movies as an Assessment to Meta-Learning of Theory-of-Mind    Mo Yu, Yisi Sang, Kangsheng Pu, Zekai Wei, Han Wang, Jing Li, Yue Yu, Jie Zhou arXiv_CL arXiv_CL  Pose  Few-Shot  Inference  PDF
• 2022-11-09 Zero-Label Prompt Selection    Chonghua Liao, Yanan Zheng, Zhilin Yang arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2022-11-08 Prompt-Based Metric Learning for Few-Shot NER    Yanru Chen, Yanan Zheng, Zhilin Yang arXiv_CL arXiv_CL  Recognition  Pose  Few-Shot  PDF
• 2022-11-08 ConsPrompt: Easily Exploiting Contrastive Samples for Few-shot Prompt Learning    Jinta Weng, Yue Hu, Zhihong Tian, Heyan Huang arXiv_CL arXiv_CL  Knowledge  Pose  Contrastive_Learning  Few-Shot  PDF
• 2022-11-08 Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive Learning    Qian Li, Shafiq Joty, Daling Wang, Shi Feng, Yifei Zhang arXiv_AI arXiv_AI  Zero-Shot  Sparse  Knowledge  Knowledge_Graph  Pose  Contrastive_Learning  Relation  Few-Shot  PDF
• 2022-11-07 EEG-Fest: Few-shot based Attention Network for Driver's Vigilance Estimation with EEG Signals    Ning Ding, Ce Zhang, Azim Eskandarian arXiv_AI arXiv_AI  Pose  Classification  Detection  Few-Shot  Attention  PDF
• 2022-11-07 Multi-Head Adapter Routing for Data-Efficient Fine-Tuning    Lucas Caccia, Edoardo Ponti, Lucas Liu, Matheus Pereira, Nicolas Le Roux, Alessandro Sordoni arXiv_AI arXiv_AI  Pose  Few-Shot  Language_Model  PDF
• 2022-11-07 Reconciliation of Pre-trained Models and Prototypical Neural Networks in Few-shot Named Entity Recognition    Youcheng Huang, Wenqiang Lei, Jie Fu, Jiancheng Lv arXiv_CL arXiv_CL  Embedding  Enhancement  Recognition  Pose  Few-Shot  PDF
• 2022-11-07 Few-shot Image Generation with Diffusion Models    Jingyuan Zhu, Huimin Ma, Jiansheng Chen, Jian Yuan arXiv_CV arXiv_CV  Knowledge  Adversarial  Pose  Quantitative  Few-Shot  Denoising  GAN  PDF
• 2022-11-06 KGTN-ens: Few-Shot Image Classification with Knowledge Graph Ensembles    Dominik Filipiak, Anna Fensel, Agata Filipowska arXiv_CV arXiv_CV  Embedding  Knowledge  Knowledge_Graph  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2022-11-06 Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning    Yu Meng, Martin Michalski, Jiaxin Huang, Yu Zhang, Tarek Abdelzaher, Jiawei Han arXiv_CL arXiv_CL  Regularization  Classification  Few-Shot  Language_Model  PDF
• 2022-11-05 Prototypical quadruplet for few-shot class incremental learning    Sanchar Palit, Biplab Banerjee, Subhasis Chaudhuri arXiv_CV arXiv_CV  Embedding  Knowledge  Adversarial  Classification  Few-Shot  GAN  PDF
• 2022-11-04 Elimination of Non-Novel Segments at Multi-Scale for Few-Shot Segmentation    Alper Kayabaşı, Gülin Tüfekci, İlkay Ulusoy arXiv_CV arXiv_CV  Segmentation  Few-Shot  PDF
• 2022-11-03 Large Language Models Are Human-Level Prompt Engineers    Yongchao Zhou, Andrei Ioan Muresanu, Ziwen Han, Keiran Paster, Silviu Pitis, Harris Chan, Jimmy Ba arXiv_CL arXiv_CL  Zero-Shot  Pose  Quantitative  Few-Shot  Language_Model  PDF
• 2022-11-03 Robust Few-shot Learning Without Using any Adversarial Samples    Gaurav Kumar Nayak, Ruchit Rawal, Inder Khatri, Anirban Chakraborty arXiv_CV arXiv_CV  Adversarial  Pose  Few-Shot  Matching  PDF
• 2022-11-02 A Joint Framework Towards Class-aware and Class-agnostic Alignment for Few-shot Segmentation    Kai Huang, Mingfei Cheng, Yang Wang, Bochen Wang, Ye Xi, Feigege Wang, Peng Chen arXiv_CV arXiv_CV  Segmentation  Knowledge  Pose  Face  Few-Shot  PDF
• 2022-11-02 Spatial Reasoning for Few-Shot Object Detection    Geonuk Kim, Hong-Gyu Jung, Seong-Whan Lee arXiv_CV arXiv_CV  Pose  Detection  Relation  Few-Shot  Object_Detection  CNN  PDF
• 2022-11-02 Rethinking the Metric in Few-shot Learning: From an Adaptive Multi-Distance Perspective    Jinxiang Lai, Siqian Yang, Guannan Jiang, Xi Wang, Yuxi Li, Zihui Jia, Xiaochen Chen, Jun Liu, Bin-Bin Gao, Wei Zhang, Yuan Xie, Chengjie Wang arXiv_CV arXiv_CV  Embedding  Self-Supervised  Pose  Classification  Relation  Few-Shot  Attention  Prediction  PDF
• 2022-11-02 tSF: Transformer-based Semantic Filter for Few-Shot Learning    Jinxiang Lai, Siqian Yang, Wenlong Liu, Yi Zeng, Zhongyi Huang, Wenlong Wu, Jun Liu, Bin-Bin Gao, Chengjie Wang arXiv_CV arXiv_CV  Transformer  Segmentation  Embedding  Knowledge  Pose  Classification  Detection  Few-Shot  Object_Detection  PDF
• 2022-11-01 Preserving In-Context Learning ability in Large Language Model Fine-tuning    Yihan Wang, Si Si, Daliang Li, Michal Lukasik, Felix Yu, Cho-Jui Hsieh, Inderjit S Dhillon, Sanjiv Kumar arXiv_CL arXiv_CL  Pose  Classification  Few-Shot  Summarization  Inference  Language_Model  PDF
• 2022-11-01 CONDAQA: A Contrastive Reading Comprehension Dataset for Reasoning about Negation    Abhilasha Ravichander, Matt Gardner, Ana Marasović arXiv_AI arXiv_AI  Zero-Shot  Few-Shot  QA  PDF
• 2022-10-31 SAGE: Saliency-Guided Mixup with Optimal Rearrangements    Avery Ma, Nikita Dvornik, Ran Zhang, Leila Pishdad, Konstantinos G. Derpanis, Afsaneh Fazly arXiv_CV arXiv_CV  Salient  Classification  Few-Shot  Image_Classification  PDF
• 2022-10-31 Generating Sequences by Learning to Self-Correct    Sean Welleck, Ximing Lu, Peter West, Faeze Brahman, Tianxiao Shen, Daniel Khashabi, Yejin Choi arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2022-10-31 Query Refinement Prompts for Closed-Book Long-Form Question Answering    Reinald Kim Amplayo, Kellie Webster, Michael Collins, Dipanjan Das, Shashi Narayan arXiv_CL arXiv_CL  Face  Few-Shot  Language_Model  QA  PDF
• 2022-10-31 AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning    Yaqing Wang, Sahaj Agarwal, Subhabrata Mukherjee, Xiaodong Liu, Jing Gao, Ahmed Hassan Awadallah, Jianfeng Gao arXiv_CL arXiv_CL  Transformer  Pose  Few-Shot  Language_Model  PDF
• 2022-10-31 Learning New Tasks from a Few Examples with Soft-Label Prototypes    Avyav Kumar Singh, Ekaterina Shutova, Helen Yannakoudakis arXiv_CL arXiv_CL  Few-Shot  Prediction  PDF
• 2022-10-31 GPS: Genetic Prompt Search for Efficient Few-shot Learning    Hanwei Xu, Yujun Chen, Yulun Du, Nan Shao, Yanggang Wang, Haiyu Li, Zhilin Yang arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2022-10-31 CodeEditor: Learning to Edit Source Code with Pre-trained Models    Jia Li, Ge Li, Zhuo Li, Zhi Jin, Xing Hu, Kechi Zhang, Zhiyi Fu arXiv_AI arXiv_AI  Transformer  Zero-Shot  Pose  Deep_Learning  Few-Shot  Language_Model  PDF
• 2022-10-30 Few-Shot Classification of Skin Lesions from Dermoscopic Images by Meta-Learning Representative Embeddings    Karthik Desingu, Mirunalini P., Aravindan Chandrabose arXiv_AI arXiv_AI  Embedding  Pose  Classification  Few-Shot  PDF
• 2022-10-30 Time-rEversed diffusioN tEnsor Transformer: A new TENET of Few-Shot Object Detection    Shan Zhang, Naila Murray, Lei Wang, Piotr Koniusz arXiv_AI arXiv_AI  Transformer  Embedding  Pose  Detection  Relation  Few-Shot  Object_Detection  PDF
• 2022-10-30 Uncertainty-DTW for Time Series and Sequences    Lei Wang, Piotr Koniusz arXiv_AI arXiv_AI  Unsupervised  Recognition  3D  Regularization  Pose  Action_Recognition  Action  Few-Shot  Matching  PDF
• 2022-10-30 Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid    Jing Xu, Xu Luo, Xinglin Pan, Wenjie Pei, Yanan Li, Zenglin Xu arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2022-10-30 Self-Regularized Prototypical Network for Few-Shot Semantic Segmentation    Henghui Ding, Hui Zhang, Xudong Jiang arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Regularization  Knowledge  Pose  Action  Few-Shot  Inference  PDF
• 2022-10-30 Temporal-Viewpoint Transportation Plan for Skeletal Few-shot Action Recognition    Lei Wang, Piotr Koniusz arXiv_AI arXiv_AI  Transformer  Recognition  3D  Pose  Action_Recognition  Action  Few-Shot  Activity  PDF
• 2022-10-29 Few-shot Image Generation via Adaptation-Aware Kernel Modulation    Yunqing Zhao, Keshigeyan Chandrasegaran, Milad Abdollahzadeh, Ngai-Man Cheung arXiv_CV arXiv_CV  Transfer_Learning  Knowledge  Pose  Few-Shot  GAN  PDF
• 2022-10-29 STPrompt: Semantic-guided and Task-driven prompts for Effective Few-shot Classification    Jinta Weng, Yue Hu, Jing Qiu, Heyan Huan arXiv_CL arXiv_CL  Text_Classification  Knowledge  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-10-28 Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models    Xiaoman Pan, Wenlin Yao, Hongming Zhang, Dian Yu, Dong Yu, Jianshu Chen arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Few-Shot  Language_Model  PDF
• 2022-10-28 RESUS: Warm-Up Cold Users via Meta-Learning Residual User Preferences in CTR Prediction    Yanyan Shen, Lifan Zhao, Weiyu Cheng, Zibin Zhang, Wenwen Zhou, Kangyi Lin arXiv_AI arXiv_AI  Optimization  Sparse  Represenation_Learning  Knowledge  Pose  Action  Few-Shot  Prediction  Recommendation  PDF
• 2022-10-28 Towards Few-Shot Open-Set Object Detection    Binyi Su, Hua Zhang, Zhong Zhou arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  Object_Detection  Attention  Prediction  PDF
• 2022-10-28 Residual Adapters for Few-Shot Text-to-Speech Speaker Adaptation    Nobuyuki Morioka, Heiga Zen, Nanxin Chen, Yu Zhang, Yifan Ding arXiv_CL arXiv_CL  Speech  Pose  Few-Shot  PDF
• 2022-10-27 Efficient few-shot learning for pixel-precise handwritten document layout analysis    Axel De Nardin, Silvia Zottin, Matteo Paier, Gian Luca Foresti, Emanuela Colombi, Claudio Piciarelli arXiv_AI arXiv_AI  Recognition  Optical_Character  Few-Shot  PDF
• 2022-10-27 Fusion-based Few-Shot Morphing Attack Detection and Fingerprinting    Na Zhang, Shan Jia, Siwei Lyu, Xin Li arXiv_CV arXiv_CV  Recognition  Pose  Face  Detection  Few-Shot  Face_Recognition  PDF
• 2022-10-27 Can language models handle recursively nested grammatical structures? A case study on comparing models and humans    Andrew Kyle Lampinen arXiv_AI arXiv_AI  Zero-Shot  Few-Shot  Language_Model  PDF
• 2022-10-27 Few-shot Image Generation via Masked Discrimination    Jingyuan Zhu, Huimin Ma, Jiansheng Chen, Jian Yuan arXiv_CV arXiv_CV  Optimization  Adversarial  Pose  Quantitative  Few-Shot  GAN  PDF
• 2022-10-27 Dictionary-Assisted Supervised Contrastive Learning    Patrick Y. Wu, Richard Bonneau, Joshua A. Tucker, Jonathan Nagler arXiv_CL arXiv_CL  Embedding  Knowledge  Contrastive_Learning  Classification  Few-Shot  Language_Model  PDF
• 2022-10-26 Generalization Differences between End-to-End and Neuro-Symbolic Vision-Language Reasoning Systems    Wang Zhu, Jesse Thomason, Robin Jia arXiv_CV arXiv_CV  Transformer  VQA  Few-Shot  QA  PDF
• 2022-10-26 Multi-lingual Evaluation of Code Generation Models    Ben Athiwaratkun, Sanjay Krishna Gouda, Zijian Wang, Xiaopeng Li, Yuchen Tian, Ming Tan, Wasi Uddin Ahmad, Shiqi Wang, Qing Sun, Mingyue Shang, Sujan Kumar Gonugondla, Hantian Ding, Varun Kumar, Nathan Fulton, Arash Farahani, Siddhartha Jain, Robert Giaquinto, Haifeng Qian, Murali Krishna Ramanathan, Ramesh Nallapati, Baishakhi Ray, Parminder Bhatia, Sudipta Sengupta, Dan Roth, Bing Xiang arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Summarization  Language_Model  PDF
• 2022-10-26 MOCHA: A Multi-Task Training Approach for Coherent Text Generation from Cognitive Perspective    Zhe Hu, Hou Pong Chan, Lifu Huang arXiv_CL arXiv_CL  Review  Pose  Few-Shot  Text_Generation  Language_Model  PDF
• 2022-10-25 RoMQA: A Benchmark for Robust, Multi-evidence, Multi-answer Question Answering    Victor Zhong, Weijia Shi, Wen-tau Yih, Luke Zettlemoyer arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Knowledge_Graph  Few-Shot  Language_Model  QA  PDF
• 2022-10-25 Weakly Supervised Data Augmentation Through Prompting for Dialogue Understanding    Maximillian Chen, Alexandros Papangelis, Chenyang Tao, Andy Rosenbaum, Seokhwan Kim, Yang Liu, Zhou Yu, Dilek Hakkani-Tur arXiv_AI arXiv_AI  Weakly_Supervised  Emotion  Face  Classification  Few-Shot  Language_Model  PDF
• 2022-10-25 Lafite2: Few-shot Text-to-Image Generation    Yufan Zhou, Chunyuan Li, Changyou Chen, Jianfeng Gao, Jinhui Xu arXiv_AI arXiv_AI  Transformer  Zero-Shot  Optimization  Adversarial  Pose  Few-Shot  GAN  PDF
• 2022-10-25 A Comparative Attention Framework for Better Few-Shot Object Detection on Aerial Images    Pierre Le Jeune, Anissa Mokraoui arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2022-10-25 Multilingual Relation Classification via Efficient and Effective Prompting    Yuxuan Chen, David Harbecke, Leonhard Hennig arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Classification  Relation  Few-Shot  Language_Model  PDF
• 2022-10-25 Synthetic Data Supervised Salient Object Detection    Zhenyu Wu, Lin Wang, Wei Wang, Tengfei Shi, Chenglizhao Chen, Aimin Hao, Shuo Li arXiv_CV arXiv_CV  Embedding  Salient  Pose  Detection  Few-Shot  Object_Detection  GAN  Matching  PDF
• 2022-10-25 Better Few-Shot Relation Extraction with Label Prompt Dropout    Peiyuan Zhang, Wei Lu arXiv_CL arXiv_CL  Action  Relation  Few-Shot  Relation_Extraction  Prediction  PDF
• 2022-10-24 FCM: Forgetful Causal Masking Makes Causal Language Models Better Zero-Shot Learners    Hao Liu, Xinyang Geng, Lisa Lee, Igor Mordatch, Sergey Levine, Sharan Narang, Pieter Abbeel arXiv_CL arXiv_CL  Zero-Shot  Represenation_Learning  Pose  Few-Shot  Attention  Inference  Language_Model  Prediction  PDF
• 2022-10-24 Contrastive Representation Learning for Gaze Estimation    Swati Jindal, Roberto Manduchi arXiv_AI arXiv_AI  Represenation_Learning  Self-Supervised  Pose  Contrastive_Learning  Gaze_Estimation  Few-Shot  PDF
• 2022-10-24 'Covid vaccine is against Covid but Oxford vaccine is made at Oxford!' Semantic Interpretation of Proper Noun Compounds    Keshav Kolluru, Gabriel Stanovsky, Mausam arXiv_CL arXiv_CL  Knowledge  Few-Shot  PDF
• 2022-10-24 An Empirical Revisiting of Linguistic Knowledge Fusion in Language Understanding Tasks    Changlong Yu, Tianyi Xiao, Lingpeng Kong, Yangqiu Song, Wilfred Ng arXiv_CL arXiv_CL  Knowledge  Action  Few-Shot  Attention  Language_Model  PDF
• 2022-10-24 Exploring Euphemism Detection in Few-Shot and Zero-Shot Settings    Sedrick Scott Keh arXiv_CL arXiv_CL  Bert  Zero-Shot  Pose  Detection  Few-Shot  Language_Model  PDF
• 2022-10-23 TAPE: Assessing Few-shot Russian Language Understanding    Ekaterina Taktasheva, Tatiana Shavrina, Alena Fenogenova, Denis Shevelev, Nadezhda Katricheva, Maria Tikhonova, Albina Akhmetgareeva, Oleg Zinkevich, Anastasiia Bashmakova, Svetlana Iordanskaia, Alena Spiridonova, Valentina Kurenshchikova, Ekaterina Artemova, Vladislav Mikhailov arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Adversarial  Pose  Few-Shot  PDF
• 2022-10-23 Code4Struct: Code Generation for Few-Shot Structured Prediction from Natural Language    Xingyao Wang, Sha Li, Heng Ji arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Pose  Action  Few-Shot  Language_Model  Prediction  PDF
• 2022-10-23 Discriminative Language Model as Semantic Consistency Scorer for Prompt-based Few-Shot Text Classification    Zhipeng Xie, Yahe Li arXiv_AI arXiv_AI  Text_Classification  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-10-23 Few-Shot Meta Learning for Recognizing Facial Phenotypes of Genetic Disorders    Ömer Sümer, Fabio Hellmann, Alexander Hustinx, Tzung-Chien Hsieh, Elisabeth André, Peter Krawitz arXiv_CV arXiv_CV  Recognition  Sparse  Represenation_Learning  Face  Quantitative  Classification  Deep_Learning  Few-Shot  PDF
• 2022-10-23 Model ensemble instead of prompt fusion: a sample-specific knowledge transfer method for few-shot prompt tuning    Xiangyu Peng, Chen Xing, Prafulla Kumar Choubey, Chien-Sheng Wu, Caiming Xiong arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  Language_Model  Prediction  PDF
• 2022-10-23 Language Model Pre-Training with Sparse Latent Typing    Liliang Ren, Zixuan Zhang, Han Wang, Clare R. Voss, Chengxiang Zhai, Heng Ji arXiv_AI arXiv_AI  Transformer  Reconstruction  Sparse  Knowledge  Self-Supervised  Action  Few-Shot  Language_Model  PDF
• 2022-10-22 Exploring The Landscape of Distributional Robustness for Question Answering Models    Anas Awadalla, Mitchell Wortsman, Gabriel Ilharco, Sewon Min, Ian Magnusson, Hannaneh Hajishirzi, Ludwig Schmidt arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Prediction  PDF
• 2022-10-22 Meta-learning Pathologies from Radiology Reports using Variance Aware Prototypical Networks    Arijit Sehanobish, Kawshik Kannan, Nabila Abraham, Anasuya Das, Benjamin Odry arXiv_CL arXiv_CL  Transformer  Bert  Text_Classification  Regularization  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-10-22 Leveraging Large Language Models for Multiple Choice Question Answering    Joshua Robinson, Christopher Michael Rytting, David Wingate arXiv_CL arXiv_CL  Few-Shot  Language_Model  QA  PDF
• 2022-10-22 A Task-aware Dual Similarity Network for Fine-grained Few-shot Learning    Yan Qi, Han Sun, Ningzhong Liu, Huiyu Zhou arXiv_CV arXiv_CV  Enhancement  Pose  Few-Shot  Attention  Prediction  PDF
• 2022-10-21 On the Calibration of Massively Multilingual Language Models    Kabir Ahuja, Sunayana Sitaram, Sandipan Dandapat, Monojit Choudhury arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Attention  Language_Model  Prediction  PDF
• 2022-10-21 Learning shape distributions from large databases of healthy organs: applications to zero-shot and few-shot abnormal pancreas detection    Rebeca Vétil, Clément Abi Nader, Alexandre Bône, Marie-Pierre Vullierme, Marc-Michel Roheé, Pietro Gori, Isabelle Bloch arXiv_CV arXiv_CV  Segmentation  Zero-Shot  Pose  Quantitative  Detection  Few-Shot  GAN  PDF
• 2022-10-21 Query Semantic Reconstruction for Background in Few-Shot Segmentation    Haoyan Guan, Michael Spratling arXiv_CV arXiv_CV  Reconstruction  Segmentation  Pose  Few-Shot  PDF
• 2022-10-21 Clip-Tuning: Towards Derivative-free Prompt Learning with a Mixture of Rewards    Yekun Chai, Shuohuan Wang, Yu Sun, Hao Tian, Hua Wu, Haifeng Wang arXiv_CL arXiv_CL  Pose  Few-Shot  Inference  Language_Model  Prediction  PDF
• 2022-10-21 CobNet: Cross Attention on Object and Background for Few-Shot Segmentation    Haoyan Guan, Spratling Michae arXiv_CV arXiv_CV  Segmentation  Pose  Few-Shot  Attention  PDF
• 2022-10-20 Boosting Natural Language Generation from Instructions with Meta-Learning    Budhaditya Deb, Guoqing Zheng, Ahmed Hassan Awadallah arXiv_CL arXiv_CL  Zero-Shot  Pose  Face  Few-Shot  Language_Model  PDF
• 2022-10-20 Scaling Instruction-Finetuned Language Models    Hyung Won Chung, Le Hou, Shayne Longpre, Barret Zoph, Yi Tay, William Fedus, Eric Li, Xuezhi Wang, Mostafa Dehghani, Siddhartha Brahma, Albert Webson, Shixiang Shane Gu, Zhuyun Dai, Mirac Suzgun, Xinyun Chen, Aakanksha Chowdhery, Sharan Narang, Gaurav Mishra, Adams Yu, Vincent Zhao, Yanping Huang, Andrew Dai, Hongkun Yu, Slav Petrov, Ed H. Chi, Jeff Dean, Jacob Devlin, Adam Roberts, Denny Zhou, Quoc V. Le, Jason Wei arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Language_Model  QA  PDF
• 2022-10-20 Transcending Scaling Laws with 0.1% Extra Compute    Yi Tay, Jason Wei, Hyung Won Chung, Vinh Q. Tran, David R. So, Siamak Shakeri, Xavier Garcia, Huaixiu Steven Zheng, Jinfeng Rao, Aakanksha Chowdhery, Denny Zhou, Donald Metzler, Slav Petrov, Neil Houlsby, Quoc V. Le, Mostafa Dehghani arXiv_AI arXiv_AI  Pose  Few-Shot  Language_Model  QA  PDF
• 2022-10-20 Late Prompt Tuning: A Late Prompt Could Be Better Than Many Prompts    Xiangyang Liu, Tianxiang Sun, Xuanjing Huang, Xipeng Qiu arXiv_CL arXiv_CL  Few-Shot  PDF
• 2022-10-20 Disentangling Reasoning Capabilities from Language Models with Compositional Reasoning Transformers    Wanjun Zhong, Tingting Ma, Jiahai Wang, Jian Yin, Tiejun Zhao, Chin-Yew Lin, Nan Duan arXiv_CL arXiv_CL  Transformer  Pose  Few-Shot  Language_Model  QA  PDF
• 2022-10-20 Visual-Semantic Contrastive Alignment for Few-Shot Image Classification    Mohamed Afham, Ranga Rodrigo arXiv_CV arXiv_CV  Knowledge  Contrastive_Learning  Classification  Few-Shot  Image_Classification  PDF
• 2022-10-19 Prompting through Prototype: A Prototype-based Prompt Learning on Pretrained Vision-Language Models    Yue Zhang, Hongliang Fei, Dingcheng Li, Tan Yu, Ping Li arXiv_CV arXiv_CV  Transformer  Recognition  Knowledge  Few-Shot  Language_Model  Prediction  PDF
• 2022-10-19 Self-Supervised Representation Learning for CAD    Benjamin T. Jones, Michael Hu, Vladimir G. Kim, Adriana Schulz arXiv_CV arXiv_CV  Transformer  Represenation_Learning  Self-Supervised  Pose  Face  Few-Shot  PDF
• 2022-10-19 TabLLM: Few-shot Classification of Tabular Data with Large Language Models    Stefan Hegselmann, Alejandro Buendia, Hunter Lang, Monica Agrawal, Xiaoyi Jiang, David Sontag arXiv_AI arXiv_AI  Zero-Shot  Knowledge  Classification  Deep_Learning  Few-Shot  Language_Model  PDF
• 2022-10-19 Schema-aware Reference as Prompt Improves Data-Efficient Relational Triple and Event Extraction    Yunzhi Yao, Shengyu Mao, Xiang Chen, Ningyu Zhang, Shumin Deng, Huajun Chen arXiv_CL arXiv_CL  Represenation_Learning  Knowledge  Pose  Action  Relation  Few-Shot  Inference  Language_Model  PDF
• 2022-10-19 Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking    Tim Baumgärtner, Leonardo F. R. Ribeiro, Nils Reimers, Iryna Gurevych arXiv_CL arXiv_CL  Few-Shot  PDF
• 2022-10-19 Robustness of Demonstration-based Learning Under Limited Data Scenario    Hongxin Zhang, Yanzhe Zhang, Ruiyi Zhang, Diyi Yang arXiv_AI arXiv_AI  Pose  Few-Shot  Language_Model  Prediction  PDF
• 2022-10-19 Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study    Xin Xu, Xiang Chen, Ningyu Zhang, Xin Xie, Xi Chen, Huajun Chen arXiv_CL arXiv_CL  Pose  Action  Relation  Few-Shot  Relation_Extraction  Language_Model  PDF
• 2022-10-19 CPL: Counterfactual Prompt Learning for Vision and Language Models    Xuehai He, Diji Yang, Weixi Feng, Tsu-Jui Fu, Arjun Akula, Varun Jampani, Pradyumna Narayana, Sugato Basu, William Yang Wang, Xin Eric Wang arXiv_AI arXiv_AI  Transfer_Learning  Optimization  Contrastive_Learning  Classification  VQA  Few-Shot  Image_Classification  Language_Model  PDF
• 2022-10-19 LAVA: Label-efficient Visual Learning and Adaptation    Islam Nassar, Munawar Hayat, Ehsan Abbasnejad, Hamid Rezatofighi, Mehrtash Harandi, Gholamreza Haffari arXiv_CV arXiv_CV  Transfer_Learning  Self-Supervised  Few-Shot  PDF
• 2022-10-19 Continued Pretraining for Better Zero- and Few-Shot Promptability    Zhaofeng Wu, Robert L. Logan IV, Pete Walsh, Akshita Bhagia, Dirk Groeneveld, Sameer Singh, Iz Beltagy arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Language_Model  Recommendation  PDF
• 2022-10-18 BirdSoundsDenoising: Deep Visual Audio Denoising for Bird Sounds    Youshan Zhang, Jialu Li arXiv_CV arXiv_CV  Segmentation  Enhancement  Speech  Pose  Deep_Learning  Few-Shot  Denoising  PDF
• 2022-10-18 Aligning MAGMA by Few-Shot Learning and Finetuning    Jean-Charles Layoun, Alexis Roger, Irina Rish arXiv_AI arXiv_AI  Image_Caption  Transformer  Face  VQA  Few-Shot  Caption  Language_Model  PDF
• 2022-10-18 Graphs, Constraints, and Search for the Abstraction and Reasoning Corpus    Yudong Xu, Elias B. Khalil, Scott Sanner arXiv_AI arXiv_AI  Pose  Action  Few-Shot  PDF
• 2022-10-17 Leveraging Non-dialogue Summaries for Dialogue Summarization    Seongmin Park, Dongchan Shin, Jihwa Lee arXiv_AI arXiv_AI  Few-Shot  Summarization  PDF
• 2022-10-17 Extensible Proxy for Efficient NAS    Yuhong Li, Jiajie Li, Cong Han, Pan Li, Jinjun Xiong, Deming Chen arXiv_AI arXiv_AI  NAS  Optimization  Self-Supervised  Pose  Few-Shot  Prediction  PDF
• 2022-10-17 Vision-Language Pre-training: Basics, Recent Advances, and Future Trends    Zhe Gan, Linjie Li, Chunyuan Li, Lijuan Wang, Zicheng Liu, Jianfeng Gao arXiv_CV arXiv_CV  Image_Caption  Transformer  Segmentation  Video_Caption  Knowledge  Review  Face  Survey  Classification  Detection  VQA  Few-Shot  Object_Detection  Caption  Image_Classification  PDF
• 2022-10-17 Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them    Mirac Suzgun, Nathan Scales, Nathanael Schärli, Sebastian Gehrmann, Yi Tay, Hyung Won Chung, Aakanksha Chowdhery, Quoc V. Le, Ed H. Chi, Denny Zhou, Jason Wei arXiv_AI arXiv_AI  Action  Few-Shot  Language_Model  PDF
• 2022-10-17 Prompting GPT-3 To Be Reliable    Chenglei Si, Zhe Gan, Zhengyuan Yang, Shuohang Wang, Jianfeng Wang, Jordan Boyd-Graber, Lijuan Wang arXiv_CL arXiv_CL  Knowledge  Pose  Face  Few-Shot  Language_Model  Prediction  PDF
• 2022-10-17 SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition    Jianing Wang, Chengyu Wang, Chuanqi Tan, Minghui Qiu, Songfang Huang, Jun Huang, Ming Gao arXiv_CL arXiv_CL  Recognition  Pose  Action  Classification  Few-Shot  PDF
• 2022-10-17 Meta-Learning via Classifier Guidance    Elvis Nava, Seijin Kobayashi, Yifei Yin, Robert K. Katzschmann, Benjamin F. Grewe arXiv_CV arXiv_CV  Zero-Shot  Pose  VQA  Few-Shot  QA  PDF
• 2022-10-17 HCL-TAT: A Hybrid Contrastive Learning Method for Few-shot Event Detection with Task-Adaptive Threshold    Ruihan Zhang, Wei Wei, Xian-Ling Mao, Rui Fang, Dangyang Chen arXiv_CL arXiv_CL  Represenation_Learning  Pose  Contrastive_Learning  Classification  Detection  Few-Shot  PDF
• 2022-10-17 Towards Summary Candidates Fusion    Mathieu Ravaut, Shafiq Joty, Nancy F. Chen arXiv_CL arXiv_CL  Pose  Few-Shot  Summarization  PDF
• 2022-10-17 Attributed Text Generation via Post-hoc Research and Revision    Luyu Gao, Zhuyun Dai, Panupong Pasupat, Anthony Chen, Arun Tejasvi Chaganty, Yicheng Fan, Vincent Y. Zhao, Ni Lao, Hongrae Lee, Da-Cheng Juan, Kelvin Guu arXiv_AI arXiv_AI  Pose  Few-Shot  Text_Generation  Language_Model  PDF
• 2022-10-16 Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs    Ruijie Wang, Zheng Li, Dachun Sun, Shengzhong Liu, Jinning Li, Bing Yin, Tarek Abdelzaher arXiv_AI arXiv_AI  Knowledge  Knowledge_Graph  Pose  Few-Shot  PDF
• 2022-10-15 Prediction Calibration for Generalized Few-shot Semantic Segmentation    Zhihe Lu, Sen He, Da Li, Yi-Zhe Song, Tao Xiang arXiv_CV arXiv_CV  Transformer  Segmentation  Semantic_Segmentation  Pose  Few-Shot  Attention  Inference  Prediction  PDF
• 2022-10-15 A Novel Few-Shot Relation Extraction Pipeline Based on Adaptive Prototype Fusion    Yuzhe Zhang, Min Cen, Tongzhou Wu, Hong Zhang arXiv_CL arXiv_CL  Embedding  Pose  Action  Relation  Few-Shot  Relation_Extraction  PDF
• 2022-10-14 Optimizing Vision Transformers for Medical Image Segmentation and Few-Shot Domain Adaptation    Qianying Liu, Chaitanya Kaul, Christos Anagnostopoulos, Roderick Murray-Smith, Fani Deligianni arXiv_CV arXiv_CV  Transformer  Segmentation  Embedding  Pose  Action  Relation  Few-Shot  Medical  CNN  PDF
• 2022-10-14 Realizing Flame State Monitoring with Very Few Visual or Infrared Images via Few-Shot Learning    Ruiyuan Kang, Panos Liatsis, Dimitrios C. Kyritsis arXiv_CV arXiv_CV  Classification  Few-Shot  Inference  PDF
• 2022-10-14 Enabling Classifiers to Make Judgements Explicitly Aligned with Human Values    Yejin Bang, Tiezheng Yu, Andrea Madotto, Zhaojiang Lin, Mona Diab, Pascale Fung arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Detection  Few-Shot  Language_Model  Prediction  PDF
• 2022-10-14 Is synthetic data from generative models ready for image recognition?    Ruifei He, Shuyang Sun, Xin Yu, Chuhui Xue, Wenqing Zhang, Philip Torr, Song Bai, Xiaojuan Qi arXiv_CV arXiv_CV  Transformer  Transfer_Learning  Recognition  Zero-Shot  Pose  Classification  Few-Shot  PDF
• 2022-10-14 Multi-Task Pre-Training of Modular Prompt for Few-Shot Learning    Tianxiang Sun, Zhengfu He, Qin Zhu, Xipeng Qiu, Xuanjing Huang arXiv_CL arXiv_CL  Transformer  Gradient_Descent  Few-Shot  Language_Model  PDF
• 2022-10-14 'John is 50 years old, can his son be 65?' Evaluating NLP Models' Understanding of Feasibility    Himanshu Gupta, Neeraj Varshney, Swaroop Mishra, Kuntal Kumar Pal, Saurabh Arjun Sawant, Kevin Scaria, Siddharth Goyal, Chitta Baral arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Action  Classification  Few-Shot  Language_Model  QA  PDF
• 2022-10-13 Bootstrapping Multilingual Semantic Parsers using Large Language Models    Abhijeet Awasthi, Nitish Gupta, Bidisha Samanta, Shachi Dave, Sunita Sarawagi, Partha Talukdar arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2022-10-13 Unified Vision and Language Prompt Learning    Yuhang Zang, Wei Li, Kaiyang Zhou, Chen Huang, Chen Change Loy arXiv_AI arXiv_AI  Transformer  Transfer_Learning  Pose  Few-Shot  Language_Model  PDF
• 2022-10-13 MAPL: Parameter-Efficient Adaptation of Unimodal Pre-Trained Models for Vision-Language Few-Shot Prompting    Oscar Mañas, Pau Rodriguez, Saba Ahmadi, Aida Nematzadeh, Yash Goyal, Aishwarya Agrawal arXiv_AI arXiv_AI  Image_Caption  Transformer  Pose  VQA  Few-Shot  Caption  PDF
• 2022-10-13 Language Models of Code are Few-Shot Commonsense Learners    Aman Madaan, Shuyan Zhou, Uri Alon, Yiming Yang, Graham Neubig arXiv_CL arXiv_CL  Few-Shot  Language_Model  PDF
• 2022-10-13 Few-Shot Visual Question Generation: A Novel Task and Benchmark Datasets    Anurag Roy, David Johnson Ekka, Saptarshi Ghosh, Abir Das arXiv_CV arXiv_CV  Transfer_Learning  Self-Supervised  Pose  VQA  Few-Shot  PDF
• 2022-10-13 CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing    Andy Rosenbaum, Saleh Soltan, Wael Hamza, Amir Saffari, Macro Damonte, Isabel Groves arXiv_AI arXiv_AI  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2022-10-13 Prompt-based Connective Prediction Method for Fine-grained Implicit Discourse Relation Recognition    Hao Zhou, Man Lan, Yuanbin Wu, Yuefeng Chen, Meirong Ma arXiv_CL arXiv_CL  Recognition  Knowledge  Pose  Relation  Few-Shot  Prediction  PDF
• 2022-10-13 Feature-Proxy Transformer for Few-Shot Segmentation    Jian-Wei Zhang, Yifan Sun, Yi Yang, Wei Chen arXiv_CV arXiv_CV  Transformer  Segmentation  Semantic_Segmentation  Pose  Classification  Few-Shot  Matching  PDF
• 2022-10-13 Pre-Avatar: An Automatic Presentation Generation Framework Leveraging Talking Avatar    Aolan Sun, Xulong Zhang, Tiandong Ling, Jianzong Wang, Ning Cheng, Jing Xiao arXiv_AI arXiv_AI  Speech  Pose  Face  Action  Few-Shot  PDF
• 2022-10-13 Personalized Federated Hypernetworks for Privacy Preservation in Multi-Task Reinforcement Learning    Doseok Jang, Larry Yan, Lucas Spangher, Costas J. Spanos, Selvaprabu Nadarajah arXiv_AI arXiv_AI  Reinforcement_Learning  Few-Shot  PDF
• 2022-10-13 Intermediate Prototype Mining Transformer for Few-Shot Semantic Segmentation    Yuanwei Liu, Nian Liu, Xiwen Yao, Junwei Han arXiv_CV arXiv_CV  Transformer  Segmentation  Semantic_Segmentation  Knowledge  Few-Shot  Prediction  PDF
• 2022-10-13 Assessing Out-of-Domain Language Model Performance from Few Examples    Prasann Singhal, Jarad Forristal, Xi Ye, Greg Durrett arXiv_CL arXiv_CL  Recognition  Knowledge  Classification  Few-Shot  Language_Model  PDF
• 2022-10-13 Few-shot Relational Reasoning via Connection Subgraph Pretraining    Qian Huang, Hongyu Ren, Jure Leskovec arXiv_AI arXiv_AI  Transformer  Knowledge  Knowledge_Graph  Self-Supervised  Pose  Relation  Few-Shot  Prediction  PDF
• 2022-10-13 Low-resource Neural Machine Translation with Cross-modal Alignment    Zhe Yang, Qingkai Fang, Yang Feng arXiv_CL arXiv_CL  Zero-Shot  Pose  Contrastive_Learning  Few-Shot  PDF
• 2022-10-13 Large Language Models are few-shot Table Reasoners    Wenhu Chen arXiv_CL arXiv_CL  Few-Shot  Language_Model  QA  PDF
• 2022-10-13 Knowledge-grounded Dialog State Tracking    Dian Yu, Mingqiu Wang, Yuan Cao, Izhak Shafran, Laurent El Shafey, Hagen Soltau arXiv_CL arXiv_CL  Tracking  Knowledge  Pose  Ontology  Few-Shot  Prediction  PDF
• 2022-10-12 Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis    Siddharth Varia, Shuai Wang, Kishaloy Halder, Robert Vacareanu, Miguel Ballesteros, Yassine Benajiba, Neha Anna John, Rishita Anubhai, Smaranda Muresan, Dan Roth arXiv_CL arXiv_CL  Pose  Action  Sentiment  Few-Shot  Prediction  PDF
• 2022-10-12 That's the Wrong Lung! Evaluating and Improving the Interpretability of Unsupervised Multimodal Encoders for Medical Data    Denis Jered McInerney, Geoffrey Young, Jan-Willem van de Meent, Byron Wallace arXiv_AI arXiv_AI  Unsupervised  Few-Shot  Attention  Medical  PDF
• 2022-10-12 The Devil is in the Details: On Models and Training Regimes for Few-Shot Intent Classification    Mohsen Mesgar, Thy Thy Tran, Goran Glavas, Iryna Gurevych arXiv_CL arXiv_CL  Classification  Few-Shot  Attention  Inference  Language_Model  PDF
• 2022-10-12 A Unified Framework with Meta-dropout for Few-shot Learning    Shaobo Lin, Xingyu Zeng, Rui Zhao arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Detection  Few-Shot  Object_Detection  Image_Classification  PDF
• 2022-10-12 Self-Attention Message Passing for Contrastive Few-Shot Learning    Ojas Kishorkumar Shirekar, Anuj Singh, Hadi Jamali-Rad arXiv_CV arXiv_CV  Transformer  Unsupervised  Pose  Contrastive_Learning  Classification  Deep_Learning  Relation  Few-Shot  Attention  PDF
• 2022-10-12 Semantic Cross Attention for Few-shot Learning    Bin Xiao, Chien-Liang Liu, Wen-Hoar Hsaio arXiv_CV arXiv_CV  Embedding  Pose  Classification  Few-Shot  Attention  Image_Classification  PDF
• 2022-10-12 FontTransformer: Few-shot High-resolution Chinese Glyph Image Synthesis via Stacked Transformers    Yitian Liu (1), Zhouhui Lian (1) ((1) Wangxuan Institute of Computer Technology, Peking University, Beijing, China) arXiv_CV arXiv_CV  Transformer  Knowledge  Pose  Quantitative  Few-Shot  Prediction  PDF
• 2022-10-11 Towards Discriminative and Transferable One-Stage Few-Shot Object Detectors    Karim Guirguis, Mohamed Abdelsamad, George Eskandar, Ahmed Hendawy, Matthias Kayser, Bin Yang, Juergen Beyerer arXiv_AI arXiv_AI  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-10-11 Shapley Head Pruning: Identifying and Removing Interference in Multilingual Transformers    William Held, Diyi Yang arXiv_CL arXiv_CL  Transformer  Classification  Few-Shot  Attention  Prediction  PDF
• 2022-10-11 CLIP-Fields: Weakly Supervised Semantic Fields for Robotic Memory    Nur Muhammad Mahi Shafiullah, Chris Paxton, Lerrel Pinto, Soumith Chintala, Arthur Szlam arXiv_CV arXiv_CV  Segmentation  Embedding  Semantic_Segmentation  3D  Bert  Weakly_Supervised  Pose  Action  Few-Shot  PDF
• 2022-10-11 SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition    Zeng Yang, Linhai Zhang, Deyu Zhou arXiv_CL arXiv_CL  Recognition  Pose  Classification  Few-Shot  PDF
• 2022-10-11 Prototypical VoteNet for Few-Shot 3D Point Cloud Object Detection    Shizhen Zhao, Xiaojuan Qi arXiv_CV arXiv_CV  Point_Cloud  3D  Pose  Classification  Detection  Few-Shot  Object_Detection  PDF
• 2022-10-11 Knowledge-Driven New Drug Recommendation    Zhenbang Wu, Huaxiu Yao, Zhe Su, David M Liebovitz, Lucas M Glass, James Zou, Chelsea Finn, Jimeng Sun arXiv_AI arXiv_AI  Knowledge  Pose  Ontology  Face  Classification  Relation  Few-Shot  Recommendation  PDF
• 2022-10-11 Continual Training of Language Models for Few-Shot Learning    Zixuan Ke, Haowei Lin, Yijia Shao, Hu Xu, Lei Shu, Bing Liu arXiv_CL arXiv_CL  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2022-10-11 Enabling ISP-less Low-Power Computer Vision    Gourav Datta, Zeyu Liu, Zihan Yin, Linyu Sun, Akhilesh R. Jaiswal, Peter A. Beerel arXiv_CV arXiv_CV  Pose  Few-Shot  CNN  Inference  PDF
• 2022-10-11 TGDM: Target Guided Dynamic Mixup for Cross-Domain Few-Shot Learning    Linhai Zhuo, Yuqian Fu, Jingjing Chen, Yixin Cao, Yu-Gang Jiang arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  PDF
• 2022-10-11 Mind's Eye: Grounded Language Model Reasoning through Simulation    Ruibo Liu, Jason Wei, Shixiang Shane Gu, Te-Yen Wu, Soroush Vosoughi, Claire Cui, Denny Zhou, Andrew M. Dai arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Few-Shot  Language_Model  PDF
• 2022-10-11 CD-FSOD: A Benchmark for Cross-domain Few-shot Object Detection    Wuti Xiong, Li Liu arXiv_CV arXiv_CV  Transformer  Pose  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2022-10-11 ME-D2N: Multi-Expert Domain Decompositional Network for Cross-Domain Few-Shot Learning    Yuqian Fu, Yu Xie, Yanwei Fu, Jingjing Chen, Yu-Gang Jiang arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  Attention  PDF
• 2022-10-11 CSS: Combining Self-training and Self-supervised Learning for Few-shot Dialogue State Tracking    Haoning Zhang, Junwei Bao, Haipeng Sun, Huaishao Luo, Wenye Li, Shuguang Cui arXiv_CL arXiv_CL  Tracking  Knowledge  Self-Supervised  Pose  Few-Shot  Summarization  PDF
• 2022-10-11 Reflection of Thought: Inversely Eliciting Numerical Reasoning in Language Models via Solving Linear Systems    Fan Zhou, Haoyu Dong, Qian Liu, Zhoujun Cheng, Shi Han, Dongmei Zhang arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Pose  Few-Shot  Inference  Language_Model  PDF
• 2022-10-10 Fast Hierarchical Learning for Few-Shot Object Detection    Yihang She, Goutam Bhat, Martin Danelljan, Fisher Yu arXiv_RO arXiv_RO  Transfer_Learning  Gradient_Descent  Optimization  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-10-10 REV: Information-Theoretic Evaluation of Free-Text Rationales    Hanjie Chen, Faeze Brahman, Xiang Ren, Yangfeng Ji, Yejin Choi, Swabha Swayamdipta arXiv_CL arXiv_CL  Pose  Quantitative  Few-Shot  Prediction  PDF
• 2022-10-10 CORE: A Retrieve-then-Edit Framework for Counterfactual Data Generation    Tanay Dixit, Bhargavi Paranjape, Hannaneh Hajishirzi, Luke Zettlemoyer arXiv_CL arXiv_CL  Relation  Sentiment  Few-Shot  Inference  Language_Model  PDF
• 2022-10-10 FS-DETR: Few-Shot DEtection TRansformer with prompting and without re-training    Adrian Bulat, Ricardo Guerrero, Brais Martinez, Georgios Tzimiropoulos arXiv_AI arXiv_AI  Transformer  Embedding  Knowledge  Detection  Few-Shot  Object_Detection  Matching  PDF
• 2022-10-10 Multi-Modal Fusion by Meta-Initialization    Matthew T. Jackson, Shreshth A. Malik, Michael T. Matthews, Yousuf Mohamed-Ahmed arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Image_Classification  Inference  PDF
• 2022-10-10 Margin-Based Few-Shot Class-Incremental Learning with Class-Level Overfitting Mitigation    Yixiong Zou, Shanghang Zhang, Yuhua Li, Ruixuan Li arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2022-10-09 Label-Driven Denoising Framework for Multi-Label Few-Shot Aspect Category Detection    Fei Zhao, Yuchen Shen, Zhen Wu, Xinyu Dai arXiv_CL arXiv_CL  Detection  Sentiment  Few-Shot  Denoising  Attention  PDF
• 2022-10-09 Adaptive Distribution Calibration for Few-Shot Learning with Hierarchical Optimal Transport    Dandan Guo, Long Tian, He Zhao, Mingyuan Zhou, Hongyuan Zha arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2022-10-09 Few-Shot Continual Active Learning by a Robot    Ali Ayub, Carter Fendley arXiv_CV arXiv_CV  Classification  Few-Shot  PDF
• 2022-10-08 Improving Few-shot Learning by Spatially-aware Matching and CrossTransformer    Hongguang Zhang, Philip H. S. Torr, Piotr Koniusz arXiv_CV arXiv_CV  Transformer  Pose  Relation  Few-Shot  Attention  Matching  PDF
• 2022-10-08 Hierarchical Few-Shot Object Detection: Problem, Benchmark and Method    Lu Zhang, Yang Wang, Jiaogen Zhou, Chenbo Zhang, Yinglu Zhang, Jihong Guan, Yatao Bian, Shuigeng Zhou arXiv_CV arXiv_CV  Pose  Contrastive_Learning  Classification  Detection  Few-Shot  Object_Detection  GAN  PDF
• 2022-10-08 Data-Efficiency with a Single GPU: An Exploration of Transfer Methods for Small Language Models    Alon Albalak, Akshat Shrivastava, Chinnadhurai Sankar, Adithya Sagar, Mike Ross arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  Language_Model  PDF
• 2022-10-07 Visualize Before You Write: Imagination-Guided Open-Ended Text Generation    Wanrong Zhu, An Yan, Yujie Lu, Wenda Xu, Xin Eric Wang, Miguel Eckstein, William Yang Wang arXiv_AI arXiv_AI  Pose  Few-Shot  Text_Generation  Language_Model  PDF
• 2022-10-07 Few-Shot Anaphora Resolution in Scientific Protocols via Mixtures of In-Context Experts    Nghia T. Le, Fan Bai, Alan Ritter arXiv_AI arXiv_AI  Action  Few-Shot  Language_Model  Prediction  PDF
• 2022-10-07 AI-Driven Road Maintenance Inspection v2: Reducing Data Dependency & Quantifying Road Damage    Haris Iqbal, Hemang Chawla, Arnav Varma, Terence Brouns, Ahmed Badar, Elahe Arani, Bahram Zonooz arXiv_CV arXiv_CV  Segmentation  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-10-07 Hate Speech and Offensive Language Detection in Bengali    Mithun Das, Somnath Banerjee, Punyajoy Saha, Animesh Mukherjee arXiv_CL arXiv_CL  Bert  Speech  Action  Classification  Detection  Few-Shot  PDF
• 2022-10-07 Adversarially Robust Prototypical Few-shot Segmentation with Neural-ODEs    Prashant Pandey, Aleti Vardhan, Mustafa Chasmai, Tanuj Sur, Brejesh Lall arXiv_CV arXiv_CV  Segmentation  Adversarial  Pose  Few-Shot  GAN  Medical  PDF
• 2022-10-07 Knowledge Injected Prompt Based Fine-tuning for Multi-label Few-shot ICD Coding    Zhichao Yang, Shufan Wang, Bhanu Pratap Singh Rawat, Avijit Mitra, Hong Yu arXiv_CL arXiv_CL  Knowledge  Pose  Contrastive_Learning  Classification  Few-Shot  Medical  PDF
• 2022-10-06 Content-Based Search for Deep Generative Models    Daohan Lu, Sheng-Yu Wang, Nupur Kumari, Rohan Agarwal, David Bau, Jun-Yan Zhu arXiv_CV arXiv_CV  Reconstruction  Transfer_Learning  Optimization  Sketch  Few-Shot  PDF
• 2022-10-06 Improving the Sample Efficiency of Prompt Tuning with Domain Adaptation    Xu Guo, Boyang Li, Han Yu arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2022-10-06 Augmentor or Filter? Reconsider the Role of Pre-trained Language Model in Text Classification Augmentation    Heng Yang, Ke Li arXiv_CL arXiv_CL  Sentiment_Classification  Text_Classification  Pose  Classification  Sentiment  Few-Shot  Language_Model  PDF
• 2022-10-06 Generative Entity Typing with Curriculum Learning    Siyu Yuan, Deqing Yang, Jiaqing Liang, Zhixu Li, Jinxi Liu, Jingyue Huang, Yanghua Xiao arXiv_AI arXiv_AI  Zero-Shot  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-10-06 Hypernetwork approach to Bayesian MAML    Piotr Borycki, Piotr Kubacki, Marcin Przewięźlikowski, Tomasz Kuśmierczyk, Jacek Tabor, Przemysław Spurek arXiv_AI arXiv_AI  Pose  Few-Shot  GAN  PDF
• 2022-10-05 Ask Me Anything: A simple strategy for prompting language models    Simran Arora, Avanika Narayan, Mayee F. Chen, Laurel J. Orr, Neel Guha, Kush Bhatia, Ines Chami, Frederic Sala, Christopher Ré arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  Prediction  QA  PDF
• 2022-10-05 Decomposed Prompting: A Modular Approach for Solving Complex Tasks    Tushar Khot, Harsh Trivedi, Matthew Finlayson, Yao Fu, Kyle Richardson, Peter Clark, Ashish Sabharwal arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  QA  PDF
• 2022-10-05 Exploring Effective Knowledge Transfer for Few-shot Object Detection    Zhiyuan Zhao, Qingjie Liu, Yunhong Wang arXiv_CV arXiv_CV  Knowledge  Pose  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2022-10-04 Grounding Language with Visual Affordances over Unstructured Data    Oier Mees, Jessica Borja-Diaz, Wolfram Burgard arXiv_AI arXiv_AI  Self-Supervised  Pose  Few-Shot  Language_Model  PDF
• 2022-10-04 Uncertainty-Aware Meta-Learning for Multimodal Task Distributions    Cesar Almecija, Apoorva Sharma, Navid Azizan arXiv_AI arXiv_AI  Pose  Few-Shot  Inference  Prediction  PDF
• 2022-10-04 Boosting Few-shot Fine-grained Recognition with Background Suppression and Foreground Alignment    Zican Zha, Hao Tang, Yunlian Sun, Jinhui Tang arXiv_CV arXiv_CV  Embedding  Recognition  Pose  Few-Shot  PDF
• 2022-10-04 ThinkSum: Probabilistic reasoning over sets using large language models    Batu Ozturkler, Nikolay Malkin, Zhen Wang, Nebojsa Jojic arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Pose  Few-Shot  Inference  Language_Model  Prediction  PDF
• 2022-10-03 Prompt Learning with Optimal Transport for Vision-Language Models    Guangyi Chen, Weiran Yao, Xiangchen Song, Xinyue Li, Yongming Rao, Kun Zhang arXiv_CV arXiv_CV  Transformer  Recognition  Optimization  Pose  Few-Shot  Attention  Language_Model  Matching  PDF
• 2022-10-03 CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training    Tianyu Huang, Bowen Dong, Yunhan Yang, Xiaoshui Huang, Rynson W.H. Lau, Wanli Ouyang, Wangmeng Zuo arXiv_CV arXiv_CV  Transformer  Point_Cloud  3D  Zero-Shot  Knowledge  Self-Supervised  Pose  Contrastive_Learning  Classification  Few-Shot  PDF
• 2022-10-03 A Hybrid Compositional Reasoning Approach for Interactive Robot Manipulation    Georgios Tziafas, Hamidreza Kasaei arXiv_AI arXiv_AI  Pose  Action  Relation  VQA  Few-Shot  QA  PDF
• 2022-10-03 Few-Shot Segmentation via Rich Prototype Generation and Recurrent Prediction Enhancement    Hongsheng Wang, Xiaoqi Zhao, Youwei Pang, Jinqing Qi arXiv_CV arXiv_CV  Segmentation  Enhancement  Pose  Relation  Few-Shot  Prediction  PDF
• 2022-10-02 Metric Distribution to Vector: Constructing Data Representation via Broad-Scale Discrepancies    Xue Liu, Dan Sun, Xiaobo Cao, Hao Ye, Wei Wei arXiv_AI arXiv_AI  Embedding  Pose  Classification  Relation  Few-Shot  Inference  Prediction  PDF
• 2022-10-01 Offline Handwritten Amharic Character Recognition Using Few-shot Learning    Mesay Samuel, Lars Schmidt-Thieme, DP Sharma, Abiot Sinamo, Abey Bruck arXiv_CV arXiv_CV  Recognition  Pose  Classification  Deep_Learning  Few-Shot  Image_Classification  PDF
• 2022-10-01 Learnable Distribution Calibration for Few-Shot Class-Incremental Learning    Binghao Liu, Boyu Yang, Lingxi Xie, Ren Wang, Qi Tian, Qixiang Ye arXiv_CV arXiv_CV  Pose  Face  Few-Shot  Inference  PDF
• 2022-10-01 FRMT: A Benchmark for Few-Shot Region-Aware Machine Translation    Parker Riley, Timothy Dozat, Jan A. Botha, Xavier Garcia, Dan Garrette, Jason Riesa, Orhan Firat, Noah Constant arXiv_CL arXiv_CL  Relation  Few-Shot  PDF
• 2022-10-01 Improving ProtoNet for Few-Shot Video Object Recognition: Winner of ORBIT Challenge 2022    Li Gu, Zhixiang Chi, Huan Liu, Yuanhao Yu, Yang Wang arXiv_CV arXiv_CV  Embedding  Recognition  Detection  Few-Shot  PDF
• 2022-09-30 VIP: Towards Universal Visual Reward and Representation via Value-Implicit Pre-Training    Yecheng Jason Ma, Shagun Sodhani, Dinesh Jayaraman, Osbert Bastani, Vikash Kumar, Amy Zhang arXiv_AI arXiv_AI  Transformer  Embedding  Reinforcement_Learning  Represenation_Learning  Self-Supervised  Pose  Action  Few-Shot  PDF
• 2022-09-30 What Makes Pre-trained Language Models Better Zero/Few-shot Learners?    Jinghui Lu, Rui Zhao, Brian Mac Namee, Dongsheng Zhu, Weidong Han, Fei Tan arXiv_AI arXiv_AI  Transformer  Zero-Shot  Knowledge  Pose  Few-Shot  Language_Model  Prediction  PDF
• 2022-09-30 Depth-Wise Attention : A Layer Fusion Method for Data-Efficient Classification    Muhammad ElNokrashy, Badr AlKhamissi, Mona Diab arXiv_CL arXiv_CL  Knowledge  Pose  Face  Classification  Few-Shot  Attention  Language_Model  PDF
• 2022-09-29 Few-shot Text Classification with Dual Contrastive Consistency    Liwen Sun, Jiawei Han arXiv_AI arXiv_AI  Text_Classification  Regularization  Pose  Contrastive_Learning  Classification  Few-Shot  Language_Model  PDF
• 2022-09-29 Spotlight: Mobile UI Understanding using Vision-Language Models with a Focus    Gang Li, Yang Li arXiv_CV arXiv_CV  Transformer  Pose  Action  Few-Shot  Language_Model  PDF
• 2022-09-29 Repairing Bugs in Python Assignments Using Large Language Models    Jialu Zhang, José Cambronero, Sumit Gulwani, Vu Le, Ruzica Piskac, Gustavo Soares, Gust Verbruggen arXiv_AI arXiv_AI  Pose  Few-Shot  Language_Model  PDF
• 2022-09-29 Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning    Pan Lu, Liang Qiu, Kai-Wei Chang, Ying Nian Wu, Song-Chun Zhu, Tanmay Rajpurohit, Peter Clark, Ashwin Kalyan arXiv_AI arXiv_AI  Pose  Few-Shot  Language_Model  Prediction  PDF
• 2022-09-29 Bidirectional Language Models Are Also Few-shot Learners    Ajay Patel, Bryan Li, Mohammad Sadegh Rasooli, Noah Constant, Colin Raffel, Chris Callison-Burch arXiv_CL arXiv_CL  Transformer  Transfer_Learning  Zero-Shot  Few-Shot  Denoising  Summarization  Language_Model  PDF
• 2022-09-28 Less is More: Rethinking Few-Shot Learning and Recurrent Neural Nets    Deborah Pereg, Martin Villiger, Brett Bouma, Polina Golland arXiv_CV arXiv_CV  Sparse  RNN  Pose  Few-Shot  Prediction  PDF
• 2022-09-28 CALIP: Zero-Shot Enhancement of CLIP with Parameter-free Attention    Ziyu Guo, Renrui Zhang, Longtian Qiu, Xianzheng Ma, Xupeng Miao, Xuming He, Bin Cui arXiv_AI arXiv_AI  Transformer  Embedding  Enhancement  Point_Cloud  3D  Zero-Shot  Knowledge  Pose  Classification  Few-Shot  Attention  PDF
• 2022-09-28 Revisiting Few-Shot Learning from a Causal Perspective    Guoliang Lin, Hanjiang Lai arXiv_AI arXiv_AI  Pose  Classification  Relation  Few-Shot  Matching  PDF
• 2022-09-28 An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning    Xiu-Shen Wei, He-Yang Xu, Faen Zhang, Yuxin Peng, Wei Zhou arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2022-09-27 Rethinking Clustering-Based Pseudo-Labeling for Unsupervised Meta-Learning    Xingping Dong, Jianbing Shen, Ling Shao arXiv_CV arXiv_CV  Embedding  Unsupervised  Pose  Few-Shot  PDF
• 2022-09-27 Improving Radiology Report Generation Systems by Removing Hallucinated References to Non-existent Priors    Vignav Ramesh, Nathan Andrew Chi, Pranav Rajpurkar arXiv_AI arXiv_AI  Bert  Pose  Action  Classification  Deep_Learning  Few-Shot  Medical  PDF
• 2022-09-26 Can Large Language Models Truly Understand Prompts? A Case Study with Negated Prompts    Joel Jang, Seonghyeon Ye, Minjoon Seo arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Language_Model  PDF
• 2022-09-26 Meta-Learning a Cross-lingual Manifold for Semantic Parsing    Tom Sherborne Mirella Lapata arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  PDF
• 2022-09-26 News Summarization and Evaluation in the Era of GPT-3    Tanya Goyal, Junyi Jessy Li, Greg Durrett arXiv_CL arXiv_CL  Zero-Shot  Pose  Few-Shot  Summarization  QA  PDF
• 2022-09-25 Collaboration of Pre-trained Models Makes Better Few-shot Learner    Renrui Zhang, Hanqiu Deng, Bohao Li, Wei Zhang, Hao Dong, Hongsheng Li, Peng Gao, Yu Qiao arXiv_CV arXiv_CV  Transformer  Zero-Shot  Represenation_Learning  Knowledge  Pose  Classification  Few-Shot  Prediction  PDF
• 2022-09-24 Learning Chess With Language Models and Transformers    Michael DeLeo, Erhan Guven arXiv_AI arXiv_AI  Transformer  Unsupervised  Bert  Few-Shot  Language_Model  PDF
• 2022-09-23 Promptagator: Few-shot Dense Retrieval From 8 Examples    Zhuyun Dai, Vincent Y. Zhao, Ji Ma, Yi Luan, Jianmo Ni, Jing Lu, Anton Bakalov, Kelvin Guu, Keith B. Hall, Ming-Wei Chang arXiv_CL arXiv_CL  Bert  Knowledge  Pose  Few-Shot  Language_Model  PDF
• 2022-09-23 MetaPrompting: Learning to Learn Better Prompts    Yutai Hou, Hongyuan Dong, Xinghao Wang, Bohan Li, Wanxiang Che arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2022-09-22 Efficient Few-Shot Learning Without Prompts    Lewis Tunstall, Nils Reimers, Unso Eun Seo Jo, Luke Bates, Daniel Korat, Moshe Wasserblat, Oren Pereg arXiv_CL arXiv_CL  Transformer  Embedding  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-09-22 AcroFOD: An Adaptive Method for Cross-domain Few-shot Object Detection    Yipeng Gao, Lingxiao Yang, Yunmu Huang, Song Xie, Shiyong Li, Wei-shi Zheng arXiv_CV arXiv_CV  Optimization  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-09-21 A Few Shot Multi-Representation Approach for N-gram Spotting in Historical Manuscripts    Giuseppe De Gregorio, Sanket Biswas, Mohamed Ali Souibgui, Asma Bensalah, Josep Lladós, Alicia Fornés, Angelo Marcelli arXiv_CV arXiv_CV  Recognition  Pose  Few-Shot  PDF
• 2022-09-21 WeLM: A Well-Read Pre-trained Language Model for Chinese    Hui Su, Xiao Zhou, Houjing Yu, Yuwen Chen, Zilin Zhu, Yang Yu, Jie Zhou arXiv_AI arXiv_AI  Unsupervised  Zero-Shot  Knowledge  Self-Supervised  Few-Shot  Language_Model  PDF
• 2022-09-21 AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization    Dazhuo Wang, Jianfei Yang, Wei Cui, Lihua Xie, Sumei Sun arXiv_CV arXiv_CV  Recognition  Gesture  Pose  Few-Shot  Attention  PDF
• 2022-09-21 Query-Guided Networks for Few-shot Fine-grained Classification and Person Search    Bharti Munjal, Alessandro Flaborea, Sikandar Amin, Federico Tombari, Fabio Galasso arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  PDF
• 2022-09-20 Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering    Pan Lu, Swaroop Mishra, Tony Xia, Liang Qiu, Kai-Wei Chang, Song-Chun Zhu, Oyvind Tafjord, Peter Clark, Ashwin Kalyan arXiv_AI arXiv_AI  Deep_Learning  Few-Shot  Language_Model  QA  PDF
• 2022-09-20 A Few-shot Approach to Resume Information Extraction via Prompts    Chengguang Gan, Tatsunori Mori arXiv_CL arXiv_CL  Transformer  Text_Classification  Knowledge  Pose  Action  Classification  Few-Shot  Language_Model  PDF
• 2022-09-20 Automatic Label Sequence Generation for Prompting Sequence-to-sequence Models    Zichun Yu, Tianyu Gao, Zhengyan Zhang, Yankai Lin, Zhiyuan Liu, Maosong Sun, Jie Zhou arXiv_CL arXiv_CL  Pose  Few-Shot  Language_Model  PDF
• 2022-09-19 AutoLV: Automatic Lecture Video Generator    Wenbin Wang, Yang Song, Sanjay Jha arXiv_SD arXiv_SD  Adversarial  Speech  Pose  Few-Shot  PDF
• 2022-09-18 Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification    Yuqing Hu, Stéphane Pateux, Vincent Gripon arXiv_CV arXiv_CV  Pose  Classification  Few-Shot  Attention  Inference  PDF
• 2022-09-17 Few-Shot Classification with Contrastive Learning    Zhanyuan Yang, Jinghua Wang, Yingying Zhu arXiv_CV arXiv_CV  Transformer  Self-Supervised  Pose  Contrastive_Learning  Classification  Few-Shot  PDF
• 2022-09-17 Selective Token Generation for Few-shot Natural Language Generation    Daejin Jo, Taehwan Kwon, Eun-Sol Kim, Sungwoong Kim arXiv_CL arXiv_CL  Reinforcement_Learning  Knowledge  Pose  Few-Shot  Summarization  Text_Generation  Inference  Language_Model  PDF
• 2022-09-16 Code as Policies: Language Model Programs for Embodied Control    Jacky Liang, Wenlong Huang, Fei Xia, Peng Xu, Karol Hausman, Brian Ichter, Pete Florence, Andy Zeng arXiv_RO arXiv_RO  Pose  Detection  Few-Shot  Object_Detection  Autonomous  Language_Model  PDF
• 2022-09-16 SF-DST: Few-Shot Self-Feeding Reading Comprehension Dialogue State Tracking with Auxiliary Task    Jihyun Lee, Gary Geunbae Lee arXiv_CL arXiv_CL  Tracking  Ontology  Few-Shot  PDF
• 2022-09-16 Text and Patterns: For Effective Chain of Thought, It Takes Two to Tango    Aman Madaan, Amir Yazdanbakhsh arXiv_CL arXiv_CL  Knowledge  Relation  Few-Shot  Language_Model  PDF
• 2022-09-16 On the Relation between Sensitivity and Accuracy in In-context Learning    Yanda Chen, Chen Zhao, Zhou Yu, Kathleen McKeown, He He arXiv_CL arXiv_CL  Pose  Classification  Relation  Few-Shot  Prediction  PDF
• 2022-09-15 Knowledge Is Flat: A Seq2Seq Generative Framework for Various Knowledge Graph Completion    Chen Chen, Yufei Wang, Bing Li, Kwok-Yan Lam arXiv_CL arXiv_CL  Knowledge  Knowledge_Graph  Pose  Relation  Few-Shot  Inference  PDF
• 2022-09-15 Revisiting the Practical Effectiveness of Constituency Parse Extraction from Pre-trained Language Models    Taeuk Kim arXiv_CL arXiv_CL  Unsupervised  Knowledge  Pose  Action  Few-Shot  Language_Model  PDF
• 2022-09-15 On the Soft-Subnetwork for Few-shot Class Incremental Learning    Haeyong Kang, Jaehong Yoon, Sultan Rizky Hikmawan Madjid, Sung Ju Hwang, Chang D. Yoo arXiv_AI arXiv_AI  Knowledge  Pose  Few-Shot  PDF
• 2022-09-15 Cold-Start Data Selection for Few-shot Language Model Fine-tuning: A Prompt-Based Uncertainty Propagation Approach    Yue Yu, Rongzhi Zhang, Ran Xu, Jieyu Zhang, Jiaming Shen, Chao Zhang arXiv_CL arXiv_CL  Text_Classification  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-09-14 SPACE-3: Unified Dialog Model Pre-training for Task-Oriented Dialog Understanding and Generation    Wanwei He, Yinpei Dai, Min Yang, Jian Sun, Fei Huang, Luo Si, Yongbin Li arXiv_CL arXiv_CL  Transformer  Tracking  Optimization  Pose  Contrastive_Learning  Few-Shot  Language_Model  Prediction  PDF
• 2022-09-14 Prompt Combines Paraphrase: Teaching Pre-trained Models to Understand Rare Biomedical Words    Haochun Wang, Chi Liu, Nuwa Xi, Sendong Zhao, Meizhi Ju, Shiwei Zhang, Ziheng Zhang, Yefeng Zheng, Bing Qin, Ting Liu arXiv_CL arXiv_CL  Pose  Few-Shot  Medical  Inference  PDF
• 2022-09-14 Classical Sequence Match is a Competitive Few-Shot One-Class Learner    Mengting Hu, Hang Gao, Yinhao Bai, Mingming Liu arXiv_CL arXiv_CL  Transformer  Pose  Relation  Few-Shot  PDF
• 2022-09-12 Prototypical few-shot segmentation for cross-institution male pelvic structures with spatial registration    Yiwen Li, Yunguan Fu, Iani Gayo, Qianye Yang, Zhe Min, Shaheer Saeed, Wen Yan, Yipei Wang, J. Alison Noble, Mark Emberton, Matthew J. Clarkson, Henkjan Huisman, Dean Barratt, Victor Adrian Prisacariu, Yipeng Hu arXiv_CV arXiv_CV  Segmentation  3D  Pose  Few-Shot  Medical  PDF
• 2022-09-10 Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification    Tianyi Lei, Honghui Hu, Qiaoyang Luo, Dezhong Peng, Xu Wang arXiv_CL arXiv_CL  Text_Classification  Optimization  Regularization  Self-Supervised  Pose  Classification  Few-Shot  Matching  PDF
• 2022-09-10 OmDet: Language-Aware Object Detection with Large-scale Vision-Language Multi-dataset Pre-training    Tiancheng Zhao, Peng Liu, Xiaopeng Lu, Kyusong Lee arXiv_CL arXiv_CL  Transformer  Knowledge  Pose  Face  Detection  Few-Shot  Object_Detection  PDF
• 2022-09-09 One-Shot Open-Set Skeleton-Based Action Recognition    Stefano Berti, Andrea Rosasco, Michele Colledanchise, Lorenzo Natale arXiv_RO arXiv_RO  Recognition  Pose  Action_Recognition  Action  Quantitative  Few-Shot  Inference  PDF
• 2022-09-08 IDIAPers @ Causal News Corpus 2022: Efficient Causal Relation Identification Through a Prompt-based Few-shot Approach    Sergio Burdisso, Juan Zuluaga-Gomez, Esau Villatoro-Tello, Martin Fajcik, Muskaan Singh, Pavel Smrz, Petr Motlicek arXiv_AI arXiv_AI  Relation  Few-Shot  Language_Model  Prediction  PDF
• 2022-09-07 Multi-NeuS: 3D Head Portraits from Single Image with Neural Implicit Functions    Egor Burkov, Ruslan Rakhimov, Aleksandr Safin, Evgeny Burnaev, Victor Lempitsky arXiv_CV arXiv_CV  Reconstruction  3D  Knowledge  Pose  Few-Shot  PDF
• 2022-09-07 K-VIL: Keypoints-based Visual Imitation Learning    Jianfeng Gao, Zhi Tao, Noémie Jaquier, Tamim Asfour arXiv_RO arXiv_RO  Sparse  Pose  Few-Shot  PDF
• 2022-09-07 Not All Instances Contribute Equally: Instance-adaptive Class Representation Learning for Few-Shot Visual Recognition    Mengya Han, Yibing Zhan, Yong Luo, Bo Du, Han Hu, Yonggang Wen, Dacheng Tao arXiv_CV arXiv_CV  Recognition  Represenation_Learning  Pose  Few-Shot  PDF
• 2022-09-06 Fun2Vec:a Contrastive Learning Framework of Function-level Representation for Binary    Sun RuiJin, Guo ShiZe, Guo JinHong, Sun Meng, Pan ZhiSong arXiv_AI arXiv_AI  Embedding  Unsupervised  Optimization  Pose  Contrastive_Learning  Detection  Few-Shot  PDF
• 2022-09-06 Few-Shot Document-Level Event Argument Extraction    Xianjun Yang, Yujie Lu, Linda Petzold arXiv_CL arXiv_CL  Action  Few-Shot  PDF
• 2022-09-05 A Study on Representation Transfer for Few-Shot Learning    Chun-Nam Yu, Yi Xie arXiv_CV arXiv_CV  Transfer_Learning  Self-Supervised  Pose  Classification  Few-Shot  PDF
• 2022-09-05 Few-shot Incremental Event Detection    Hao Wang, Hanwen Shi, Jianyong Duan arXiv_CL arXiv_CL  Pose  Face  Detection  Few-Shot  PDF
• 2022-09-05 Selective Annotation Makes Language Models Better Few-Shot Learners    Hongjin Su, Jungo Kasai, Chen Henry Wu, Weijia Shi, Tianlu Wang, Jiayi Xin, Rui Zhang, Mari Ostendorf, Luke Zettlemoyer, Noah A. Smith, Tao Yu arXiv_CL arXiv_CL  Unsupervised  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-09-05 PromptAttack: Prompt-based Attack for Language Models via Gradient Search    Yundi Shi, Piji Li, Changchun Yin, Zhaoyang Han, Lu Zhou, Zhe Liu arXiv_CL arXiv_CL  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-09-05 RLIP: Relational Language-Image Pre-training for Human-Object Interaction Detection    Hangjie Yuan, Jianwen Jiang, Samuel Albanie, Tao Feng, Ziyuan Huang, Dong Ni, Mingqian Tang arXiv_CV arXiv_CV  Transformer  Zero-Shot  Pose  Action  Detection  Relation  Few-Shot  Inference  PDF
• 2022-09-04 Generalization in Neural Networks: A Broad Survey    Chris Rohlfs arXiv_AI arXiv_AI  Transfer_Learning  Bert  Knowledge  Review  Knowledge_Graph  Survey  Action  Relation  Few-Shot  PDF
• 2022-09-03 How to Prompt? Opportunities and Challenges of Zero- and Few-Shot Learning for Human-AI Interaction in Creative Applications of Generative Models    Hai Dang, Lukas Mecke, Florian Lehmann, Sven Goller, Daniel Buschek arXiv_CL arXiv_CL  Zero-Shot  Sketch  Pose  Face  Action  Few-Shot  PDF
• 2022-09-03 Class-Specific Channel Attention for Few-Shot Learning    Ying-Yu Chen, Jun-Wei Hsieh, Ming-Ching Chang arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  Attention  PDF
• 2022-09-02 Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion    Han Wu, Jianyuan Guo, Bala Rajaratnam, Jie Yin arXiv_CV arXiv_CV  Knowledge  Knowledge_Graph  Pose  Action  Relation  Few-Shot  Inference  Prediction  PDF
• 2022-09-02 FOLIO: Natural Language Reasoning with First-Order Logic    Simeng Han, Hailey Schoelkopf, Yilun Zhao, Zhenting Qi, Martin Riddell, Luke Benson, Lucy Sun, Ekaterina Zubova, Yujie Qiao, Matthew Burtell, David Peng, Jonathan Fan, Yixin Liu, Brian Wong, Malcolm Sailor, Ansong Ni, Linyong Nan, Jungo Kasai, Tao Yu, Rui Zhang, Shafiq Joty, Alexander R. Fabbri, Wojciech Kryscinski, Xi Victoria Lin, Caiming Xiong, Dragomir Radev arXiv_CL arXiv_CL  Bert  Few-Shot  Inference  Language_Model  PDF
• 2022-09-01 A New Knowledge Distillation Network for Incremental Few-Shot Surface Defect Detection    Chen Sun, Liang Gao, Xinyu Li, Yiping Gao arXiv_AI arXiv_AI  Transfer_Learning  Knowledge  Pose  Face  Classification  Deep_Learning  Detection  Few-Shot  PDF
• 2022-08-31 Few-Shot Learning for Clinical Natural Language Processing Using Siamese Neural Networks    David Oniani, Sonish Sivarajkumar, Yanshan Wang arXiv_CL arXiv_CL  Embedding  Recognition  Bert  Text_Classification  Pose  Classification  Deep_Learning  Few-Shot  Language_Model  PDF
• 2022-08-31 Automatic Identification of Coal and Rock/Gangue Based on DenseNet and Gaussian Process    Yufan Li arXiv_CV arXiv_CV  Pose  Face  Few-Shot  GAN  PDF
• 2022-08-31 NeurIPS'22 Cross-Domain MetaDL competition: Design and baseline results    Dustin Carrión-Ojeda (LISN, TAU), Hong Chen (CST), Adrian El Baz, Sergio Escalera (CVC), Chaoyu Guan (CST), Isabelle Guyon (LISN, TAU), Ihsan Ullah (LISN, TAU), Xin Wang (CST), Wenwu Zhu (CST) arXiv_AI arXiv_AI  Classification  Few-Shot  Image_Classification  PDF
• 2022-08-31 Few-shot Adaptive Object Detection with Cross-Domain CutMix    Yuzuru Nakamura, Yasunori Ishii, Yuki Maruyama, Takayoshi Yamashita arXiv_CV arXiv_CV  Transformer  Transfer_Learning  Adversarial  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-08-30 AutoWS-Bench-101: Benchmarking Automated Weak Supervision with 100 Labels    Nicholas Roberts, Xintong Li, Tzu-Heng Huang, Dyah Adila, Spencer Schoenberg, Cheng-Yu Liu, Lauren Pick, Haotian Ma, Aws Albarghouthi, Frederic Sala arXiv_AI arXiv_AI  Zero-Shot  Pose  Face  Few-Shot  Prediction  PDF
• 2022-08-29 CounTR: Transformer-based Generalised Visual Counting    Chang Liu, Yujie Zhong, Andrew Zisserman, Weidi Xie arXiv_CV arXiv_CV  Transformer  Zero-Shot  Self-Supervised  Pose  Few-Shot  Attention  PDF
• 2022-08-29 Prompt Tuning with Soft Context Sharing for Vision-Language Models    Kun Ding, Ying Wang, Pengzhang Liu, Qiang Yu, Haojian Zhang, Shiming Xiang, Chunhong Pan arXiv_CV arXiv_CV  Transformer  Recognition  Pose  Relation  Few-Shot  Language_Model  PDF
• 2022-08-28 JARVIS: A Neuro-Symbolic Commonsense Reasoning Framework for Conversational Embodied Agents    Kaizhi Zheng, Kaiwen Zhou, Jing Gu, Yue Fan, Jialu Wang, Zonglin Li, Xuehai He, Xin Eric Wang arXiv_CV arXiv_CV  Pose  Action  Deep_Learning  Few-Shot  Language_Model  PDF
• 2022-08-27 MDIA: A Benchmark for Multilingual Dialogue Generation in 46 Languages    Qingyu Zhang, Xiaoyu Shen, Ernie Chang, Jidong Ge, Pengke Chen arXiv_CL arXiv_CL  Bert  Zero-Shot  Few-Shot  QA  PDF
• 2022-08-26 Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from A Conditional Causal Perspective    Jiangmeng Li, Yanan Zhang, Wenwen Qiang, Lingyu Si, Chengbo Jiao, Xiaohui Hu, Changwen Zheng, Fuchun Sun arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Detection  Few-Shot  Object_Detection  Image_Classification  Prediction  PDF
• 2022-08-26 Robust Prototypical Few-Shot Organ Segmentation with Regularized Neural-ODEs    Prashant Pandey, Mustafa Chasmai, Tanuj Sur, Brejesh Lall arXiv_AI arXiv_AI  Segmentation  Semantic_Segmentation  Adversarial  Pose  Deep_Learning  Few-Shot  Attention  GAN  Medical  CNN  PDF
• 2022-08-26 Few-Shot Learning Meets Transformer: Unified Query-Support Transformers for Few-Shot Classification    Xixi Wang, Xiao Wang, Bo Jiang, Bin Luo arXiv_CV arXiv_CV  Image_Caption  Transformer  Pose  Classification  Few-Shot  Attention  PDF
• 2022-08-25 Image augmentation improves few-shot classification performance in plant disease recognition    Frank Xiao arXiv_CV arXiv_CV  Transfer_Learning  Recognition  Pose  Classification  Few-Shot  CNN  PDF
• 2022-08-24 A novel method for data augmentation: Nine Dot Moving Least Square    Wen Yang, Rui Wang, Yanchao Zhang arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Classification  Detection  Few-Shot  Object_Detection  PDF
• 2022-08-24 FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition    Linyi Yang, Lifan Yuan, Leyang Cui, Wenyang Gao, Yue Zhang arXiv_CL arXiv_CL  Recognition  Pose  Few-Shot  Attention  PDF
• 2022-08-24 Q-Net: Query-Informed Few-Shot Medical Image Segmentation    Qianqian Shen, Yanan Li, Jiyong Jin, Bin Liu arXiv_CV arXiv_CV  Segmentation  Pose  Action  Deep_Learning  Detection  Few-Shot  Medical  PDF
• 2022-08-23 Adversarial Feature Augmentation for Cross-domain Few-shot Classification    Yanxu Hu, Andy J. Ma arXiv_CV arXiv_CV  Knowledge  Adversarial  Pose  Classification  Few-Shot  PDF
• 2022-08-23 AniWho : A Quick and Accurate Way to Classify Anime Character Faces in Images    Martinus Grady Naftali, Jason Sebastian Sulistyawan, Kelvin Julian, Felix Indra Kurniadi arXiv_CV arXiv_CV  Transfer_Learning  Face  Few-Shot  Inference  PDF
• 2022-08-23 FS-BAN: Born-Again Networks for Domain Generalization Few-Shot Classification    Yunqing Zhao, Ngai-Man Cheung arXiv_CV arXiv_CV  Regularization  Knowledge  Pose  Quantitative  Classification  Few-Shot  PDF
• 2022-08-23 Unsupervised Question Answering via Answer Diversifying    Yuxiang Nie, Heyan Huang, Zewen Chi, Xian-Ling Mao arXiv_CL arXiv_CL  Embedding  Unsupervised  Adversarial  Pose  Few-Shot  Denoising  QA  PDF
• 2022-08-23 CRCNet: Few-shot Segmentation with Cross-Reference and Region-Global Conditional Networks    Weide Liu, Chi Zhang, Guosheng Lin, Fayao Liu arXiv_CV arXiv_CV  Segmentation  Pose  Relation  Few-Shot  Prediction  PDF
• 2022-08-23 Few-Shot Table-to-Text Generation with Prefix-Controlled Generator    Yutao Luo, Menghua Lu, Gongshen Liu, Shilin Wang arXiv_CL arXiv_CL  Pose  Few-Shot  Text_Generation  Language_Model  PDF
• 2022-08-22 Quantum Multi-Agent Meta Reinforcement Learning    Won Joon Yun, Jihong Park, Joongheon Kim arXiv_AI arXiv_AI  Reinforcement_Learning  Regularization  Pose  Few-Shot  PDF
• 2022-08-22 Transductive Decoupled Variational Inference for Few-Shot Classification    Anuj Singh, Hadi Jamali-Rad arXiv_CV arXiv_CV  Pose  Action  Classification  Deep_Learning  Few-Shot  Attention  Inference  PDF
• 2022-08-22 Reference-Limited Compositional Zero-Shot Learning    Siteng Huang, Qiyao Wei, Donglin Wang arXiv_CV arXiv_CV  Zero-Shot  Pose  Few-Shot  PDF
• 2022-08-21 Z-Code++: A Pre-trained Language Model Optimized for Abstractive Summarization    Pengcheng He, Baolin Peng, Liyang Lu, Song Wang, Jie Mei, Yang Liu, Ruochen Xu, Hany Hassan Awadalla, Yu Shi, Chenguang Zhu, Wayne Xiong, Michael Zeng, Jianfeng Gao, Xuedong Huang arXiv_AI arXiv_AI  Transformer  Zero-Shot  Few-Shot  Attention  Summarization  Text_Generation  Language_Model  PDF
• 2022-08-20 Learning Primitive-aware Discriminative Representations for FSL    Jianpeng Yang arXiv_CV arXiv_CV  Embedding  Pose  Deep_Learning  Relation  Few-Shot  Attention  PDF
• 2022-08-20 Few-Shot Learning of Accurate Folding Landscape for Protein Structure Prediction    Jun Zhang, Sirui Liu, Mengyun Chen, Haotian Chu, Min Wang, Zidong Wang, Jialiang Yu, Ningxi Ni, Fan Yu, Diqing Chen, Yi Isaac Yang, Boxin Xue, Lijiang Yang, Yuan Liu, Yi Qin Gao arXiv_AI arXiv_AI  OCR  Few-Shot  Denoising  Prediction  PDF
• 2022-08-19 Hierarchical Compositional Representations for Few-shot Action Recognition    Changzhen Li, Jie Zhang, Shuzhe Wu, Xin Jin, Shiguang Shan arXiv_CV arXiv_CV  Surveillance  Recognition  Pose  Action_Recognition  Action  Few-Shot  Attention  Matching  PDF
• 2022-08-18 Exploiting Sentiment and Common Sense for Zero-shot Stance Detection    Yun Luo, Zihan Liu, Yuefeng Shi, Yue Zhang arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Pose  Detection  Relation  Sentiment  Few-Shot  PDF
• 2022-08-18 Active PETs: Active Data Annotation Prioritisation for Few-Shot Claim Verification with Pattern Exploiting Training    Xia Zeng, Arkaitz Zubiaga arXiv_CL arXiv_CL  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-08-17 Open Long-Tailed Recognition in a Dynamic World    Ziwei Liu, Zhongqi Miao, Xiaohang Zhan, Jiayun Wang, Boqing Gong, Stella X. Yu arXiv_CV arXiv_CV  Embedding  Recognition  Knowledge  Pose  Face  Classification  Few-Shot  PDF
• 2022-08-17 PCC: Paraphrasing with Bottom-k Sampling and Cyclic Learning for Curriculum Data Augmentation    Hongyuan Lu, Wai Lam arXiv_CL arXiv_CL  Text_Classification  Pose  Classification  Few-Shot  PDF
• 2022-08-17 Constrained Few-Shot Learning: Human-Like Low Sample Complexity Learning and Non-Episodic Text Classification    Jaron Mar, Jiamou Liu arXiv_CL arXiv_CL  Text_Classification  Knowledge  Pose  Classification  Few-Shot  PDF
• 2022-08-17 A Sequence Tagging based Framework for Few-Shot Relation Extraction    Xukun Luo, Ping Wang arXiv_CL arXiv_CL  Recognition  Pose  Action  Relation  Few-Shot  Relation_Extraction  PDF
• 2022-08-17 Few-shot Named Entity Recognition with Entity-level Prototypical Network Enhanced by Dispersedly Distributed Prototypes    Bin Ji, Shasha Li, Shaoduo Gan, Jie Yu, Jun Ma, Huijun Liu arXiv_CL arXiv_CL  Embedding  Recognition  Pose  Classification  Few-Shot  PDF
• 2022-08-17 Cross-Domain Few-Shot Classification via Inter-Source Stylization    Huali Xu, Li Liu arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Few-Shot  PDF
• 2022-08-15 Conv-Adapter: Exploring Parameter Efficient Transfer Learning for ConvNets    Hao Chen, Ran Tao, Han Zhang, Yidong Wang, Wei Ye, Jindong Wang, Guosheng Hu, Marios Savvides arXiv_AI arXiv_AI  Transformer  Segmentation  Transfer_Learning  Pose  Classification  Detection  Few-Shot  PDF
• 2022-08-15 Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning    Dongwoo Park, Jongmin Lee arXiv_CV arXiv_CV  Pose  Contrastive_Learning  Classification  Detection  Few-Shot  Object_Detection  Attention  PDF
• 2022-08-14 Visual Localization via Few-Shot Scene Region Classification    Siyan Dong, Shuzhe Wang, Yixin Zhuang, Juho Kannala, Marc Pollefeys, Baoquan Chen arXiv_CV arXiv_CV  3D  Optimization  Pose  Classification  Few-Shot  PDF
• 2022-08-14 Limits of an AI program for solving college math problems    Ernest Davis arXiv_AI arXiv_AI  Few-Shot  PDF
• 2022-08-13 Bidirectional Feature Globalization for Few-shot Semantic Segmentation of 3D Point Cloud Scenes    Yongqiang Mao, Zonghao Guo, Xiaonan Lu, Zhiqiang Yuan, Haowen Guo arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Point_Cloud  3D  Sparse  Pose  Few-Shot  PDF
• 2022-08-13 Online Refinement of a Scene Recognition Model for Mobile Robots by Observing Human's Interaction with Environments    Shigemichi Matsuzaki, Hiroaki Masuzawa, Jun Miura arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Recognition  Pose  Action  Classification  Few-Shot  PDF
• 2022-08-12 Domain-invariant Prototypes for Semantic Segmentation    Zhengeng Yang, Hongshan Yu, Wei Sun, Li-Cheng, Ajmal Mian arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Knowledge  Adversarial  Pose  Deep_Learning  Few-Shot  PDF
• 2022-08-11 FDNeRF: Few-shot Dynamic Neural Radiance Fields for Face Reconstruction and Expression Editing    Jingbo Zhang, Xiaoyu Li, Ziyu Wan, Can Wang, Jing Liao arXiv_CV arXiv_CV  Reconstruction  3D  Pose  Face  Quantitative  Few-Shot  PDF
• 2022-08-11 Memorizing Complementation Network for Few-Shot Class-Incremental Learning    Zhong Ji, Zhishen Hou, Xiyao Liu, Yanwei Pang, Xuelong Li arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  PDF
• 2022-08-09 Few-shot Bioacoustic Event Detection with Machine Learning Methods    Leah Chowenhill, Gaurav Satyanath, Shubhranshu Singh, Madhav Mahendra Wagh arXiv_SD arXiv_SD  Classification  Deep_Learning  Detection  Few-Shot  Prediction  Matching  PDF
• 2022-08-08 Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model    Di Wang, Qiming Zhang, Yufei Xu, Jing Zhang, Bo Du, Dacheng Tao, Liangpei Zhang arXiv_CV arXiv_CV  Transformer  Segmentation  Pose  Classification  Detection  Few-Shot  Attention  PDF
• 2022-08-07 Continual Learning for Tumor Classification in Histopathology Images    Veena Kaustaban, Qinle Ba, Ipshita Bhattacharya, Nahil Sobh, Satarupa Mukherjee, Jim Martin, Mohammad Saleh Miri, Christoph Guetter, Amal Chaturvedi arXiv_CV arXiv_CV  Transfer_Learning  Knowledge  Pose  Classification  Deep_Learning  Few-Shot  PDF
• 2022-08-05 Few-shot Learning with Retrieval Augmented Language Model    Gautier Izacard, Patrick Lewis, Maria Lomeli, Lucas Hosseini, Fabio Petroni, Timo Schick, Jane Yu, Armand Joulin, Sebastian Riedel, Edouard Grave arXiv_CL arXiv_CL  Knowledge  Few-Shot  Language_Model  PDF
• 2022-08-05 Convolutional Ensembling based Few-Shot Defect Detection Technique    Soumyajit Karmakar, Abeer Banerjee, Sanjay Singh arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Detection  Few-Shot  CNN  PDF
• 2022-08-05 Improving Task Generalization via Unified Schema Prompt    Wanjun Zhong, Yifan Gao, Ning Ding, Zhiyuan Liu, Ming Zhou, Jiahai Wang, Jian Yin, Nan Duan arXiv_CL arXiv_CL  Transformer  Zero-Shot  Knowledge  Pose  Few-Shot  Language_Model  QA  PDF
• 2022-08-04 Solving the Baby Intuitions Benchmark with a Hierarchically Bayesian Theory of Mind    Tan Zhi-Xuan, Nishad Gothoskar, Falk Pollok, Dan Gutfreund, Joshua B. Tenenbaum, Vikash K. Mansinghka arXiv_AI arXiv_AI  Pose  Action  Deep_Learning  Few-Shot  Inference  PDF
• 2022-08-04 Expanding Language-Image Pretrained Models for General Video Recognition    Bolin Ni, Houwen Peng, Minghao Chen, Songyang Zhang, Gaofeng Meng, Jianlong Fu, Shiming Xiang, Haibin Ling arXiv_CV arXiv_CV  Recognition  Zero-Shot  Pose  Few-Shot  Attention  PDF
• 2022-08-04 Cluster-to-adapt: Few Shot Domain Adaptation for Semantic Segmentation across Disjoint Labels    Tarun Kalluri, Manmohan Chandraker arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Zero-Shot  Relation  Few-Shot  PDF
• 2022-08-04 Transferable Multi-Agent Reinforcement Learning with Dynamic Participating Agents    Xuting Tang, Jia Xu, Shusen Wang arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2022-08-03 Improving Meta-Learning Generalization with Activation-Based Early-Stopping    Simon Guiroy, Christopher Pal, Gonçalo Mordido, Sarath Chandar arXiv_AI arXiv_AI  Transfer_Learning  Pose  Few-Shot  PDF
• 2022-08-03 Free-HeadGAN: Neural Talking Head Synthesis with Explicit Gaze Control    Michail Christos Doukas, Evangelos Ververas, Viktoriia Sharmanska, Stefanos Zafeiriou arXiv_CV arXiv_CV  Facial_Landmark  3D  Sparse  Pose  Face  Gaze_Estimation  Few-Shot  Attention  GAN  PDF
• 2022-08-03 Edge-Based Self-Supervision for Semi-Supervised Few-Shot Microscopy Image Cell Segmentation    Youssef Dawoud, Katharina Ernst, Gustavo Carneiro, Vasileios Belagiannis arXiv_CV arXiv_CV  Segmentation  Self-Supervised  Pose  Few-Shot  Prediction  PDF
• 2022-08-03 Cross-lingual Approaches for the Detection of Adverse Drug Reactions in German from a Patient's Perspective    Lisa Raithel, Philippe Thomas, Roland Roller, Oliver Sapina, Sebastian Möller, Pierre Zweigenbaum arXiv_CL arXiv_CL  Bert  Action  Classification  Detection  Few-Shot  Medical  PDF
• 2022-08-03 Benchmarking zero-shot and few-shot approaches for tokenization, tagging, and dependency parsing of Tagalog text    Angelina Aquino, Franz de Leon arXiv_CL arXiv_CL  Embedding  Zero-Shot  Few-Shot  PDF
• 2022-08-02 AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model    Saleh Soltan, Shankar Ananthakrishnan, Jack FitzGerald, Rahul Gupta, Wael Hamza, Haidar Khan, Charith Peris, Stephen Rawls, Andy Rosenbaum, Anna Rumshisky, Chandana Satya Prakash, Mukund Sridhar, Fabian Triefenbach, Apurv Verma, Gokhan Tur, Prem Natarajan arXiv_CL arXiv_CL  Zero-Shot  Few-Shot  Denoising  Summarization  Language_Model  PDF
• 2022-08-02 Detecting Individual Decision-Making Style: Exploring Behavioral Stylometry in Chess    Reid McIlroy-Young, Russell Wang, Siddhartha Sen, Jon Kleinberg, Ashton Anderson arXiv_AI arXiv_AI  Transformer  Embedding  Classification  Few-Shot  Activity  PDF
• 2022-08-01 Robotic Interestingness via Human-Informed Few-Shot Object Detection    Seungchan Kim, Chen Wang, Bowen Li, Sebastian Scherer arXiv_RO arXiv_RO  Unsupervised  Recognition  Knowledge  Pose  Action  Detection  Few-Shot  Object_Detection  Autonomous  PDF
• 2022-08-01 Few-shot Adaptation Works with UnpredicTable Data    Jun Shern Chan, Michael Pieler, Jonathan Jao, Jérémy Scheurer, Ethan Perez arXiv_AI arXiv_AI  Few-Shot  Language_Model  PDF
• 2022-07-30 Doubly Deformable Aggregation of Covariance Matrices for Few-shot Segmentation    Zhitong Xiong, Haopeng Li, Xiao Xiang Zhu arXiv_CV arXiv_CV  Transformer  Segmentation  Semantic_Segmentation  Pose  Few-Shot  PDF
• 2022-07-30 Meta-DETR: Image-Level Few-Shot Detection with Inter-Class Correlation Exploitation    Gongjie Zhang, Zhipeng Luo, Kaiwen Cui, Shijian Lu, Eric P. Xing arXiv_AI arXiv_AI  Knowledge  Pose  Classification  Detection  Relation  Few-Shot  Object_Detection  PDF
• 2022-07-30 Few-shot Single-view 3D Reconstruction with Memory Prior Contrastive Network    Zhen Xing, Yijiang Chen, Zhixin Ling, Xiangdong Zhou, Yu Xiang arXiv_CV arXiv_CV  Reconstruction  3D  Knowledge  Pose  Contrastive_Learning  Few-Shot  Attention  GAN  PDF
• 2022-07-30 Few-Shot Class-Incremental Learning from an Open-Set Perspective    Can Peng, Kun Zhao, Tianren Wang, Meng Li, Brian C. Lovell arXiv_CV arXiv_CV  Recognition  Pose  Face  Classification  Deep_Learning  Few-Shot  Face_Recognition  PDF
• 2022-07-29 Conservative Generator, Progressive Discriminator: Coordination of Adversaries in Few-shot Incremental Image Synthesis    Chaerin Kong, Nojun Kwak arXiv_CV arXiv_CV  Knowledge  Pose  Classification  Few-Shot  GAN  PDF
• 2022-07-28 Improving Few-shot News Recommendation via Cross-lingual Transfer    Taicheng Guo, Lu Yu, Xiangliang Zhang arXiv_AI arXiv_AI  Unsupervised  Pose  Action  Few-Shot  Recommendation  PDF
• 2022-07-27 Leveraging GAN Priors for Few-Shot Part Segmentation    Mengya Han, Heliang Zheng, Chaoyue Wang, Yong Luo, Han Hu, Bo Du arXiv_CV arXiv_CV  Transformer  Segmentation  Self-Supervised  Pose  Few-Shot  GAN  PDF
• 2022-07-27 Statistical Keystroke Synthesis for Improved Bot Detection    Daniel DeAlcala, Aythami Morales, Ruben Tolosana, Alejandro Acien, Julian Fierrez, Santiago Hernandez, Miguel A. Ferrer, Moises Diaz arXiv_CV arXiv_CV  Pose  Quantitative  Classification  Detection  Few-Shot  Object_Detection  PDF
• 2022-07-27 Point-McBert: A Multi-choice Self-supervised Framework for Point Cloud Pre-training    Kexue Fu, Mingzhi Yuan, Manning Wang arXiv_CV arXiv_CV  Transformer  Segmentation  Point_Cloud  Bert  Self-Supervised  Pose  Classification  Few-Shot  Language_Model  PDF
• 2022-07-26 Hansel: A Chinese Few-Shot and Zero-Shot Entity Linking Benchmark    Zhenran Xu, Zifei Shan, Yuxin Li, Baotian Hu, Bing Qin arXiv_CL arXiv_CL  Zero-Shot  Knowledge  Review  Few-Shot  PDF
• 2022-07-26 Incremental Few-Shot Semantic Segmentation via Embedding Adaptive-Update and Hyper-class Representation    Guangchen Shi, Yirui Wu, Jun Liu, Shaohua Wan, Wenhai Wang, Tong Lu arXiv_CV arXiv_CV  Segmentation  Embedding  Semantic_Segmentation  Enhancement  Knowledge  Pose  Few-Shot  Attention  PDF
• 2022-07-25 Black-box Few-shot Knowledge Distillation    Dang Nguyen, Sunil Gupta, Kien Do, Svetha Venkatesh arXiv_AI arXiv_AI  Zero-Shot  Knowledge  Pose  Classification  Few-Shot  Image_Classification  PDF
• 2022-07-25 Few-Shot Object Detection by Knowledge Distillation Using Bag-of-Visual-Words Representations    Wenjie Pei, Shuang Wu, Dianwen Mei, Fanglin Chen, Jiandong Tian, Guangming Lu arXiv_CV arXiv_CV  Transformer  Knowledge  Detection  Few-Shot  Object_Detection  PDF
• 2022-07-24 VizWiz-FewShot: Locating Objects in Images Taken by People With Visual Impairments    Yu-Yun Tseng, Alexander Bell, Danna Gurari arXiv_CV arXiv_CV  Segmentation  Detection  Few-Shot  Object_Detection  PDF
• 2022-07-24 Learning Dynamic Facial Radiance Fields for Few-Shot Talking Head Synthesis    Shuai Shen, Wanhua Li, Zheng Zhu, Yueqi Duan, Jie Zhou, Jiwen Lu arXiv_CV arXiv_CV  3D  Pose  Face  Few-Shot  PDF
• 2022-07-24 Learning Generalizable Light Field Networks from Few Images    Qian Li, Franck Multon, Adnane Boukhayma arXiv_AI arXiv_AI  3D  Pose  Few-Shot  PDF
• 2022-07-24 Kernel Relative-prototype Spectral Filtering for Few-shot Learning    Tao Zhang, Wu Huang arXiv_AI arXiv_AI  Bert  Regularization  Pose  Classification  Few-Shot  PDF
• 2022-07-23 Self-Support Few-Shot Semantic Segmentation    Qi Fan, Wenjie Pei, Yu-Wing Tai, Chi-Keung Tang arXiv_CV arXiv_CV  Segmentation  Semantic_Segmentation  Pose  Few-Shot  Prediction  Matching  PDF
• 2022-07-22 Few-Shot Class-Incremental Learning via Entropy-Regularized Data-Free Replay    Huan Liu, Li Gu, Zhixiang Chi, Yang Wang, Yuanhao Yu, Jun Chen, Jin Tang arXiv_CV arXiv_CV  Regularization  Knowledge  Pose  Deep_Learning  Few-Shot  PDF
• 2022-07-22 Multi-Faceted Distillation of Base-Novel Commonality for Few-shot Object Detection    Shuang Wu, Wenjie Pei, Dianwen Mei, Fanglin Chen, Jiandong Tian, Guangming Lu arXiv_CV arXiv_CV  Recognition  Knowledge  Pose  Face  Detection  Few-Shot  Object_Detection  PDF
• 2022-07-22 Rethinking Few-Shot Object Detection on a Multi-Domain Benchmark    Kibok Lee, Hao Yang, Satyaki Chakraborty, Zhaowei Cai, Gurumurthy Swaminathan, Avinash Ravichandran, Onkar Dabeer arXiv_CV arXiv_CV  Transformer  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-07-22 Multi-Level Fine-Tuning, Data Augmentation, and Few-Shot Learning for Specialized Cyber Threat Intelligence    Markus Bayer, Tobias Frey, Christian Reuter arXiv_CL arXiv_CL  Transfer_Learning  Pose  Few-Shot  PDF
• 2022-07-22 Few-shot Object Counting and Detection    Thanh Nguyen, Chau Pham, Khoi Nguyen, Minh Hoai arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  Object_Detection  PDF
• 2022-07-22 Cost Aggregation with 4D Convolutional Swin Transformer for Few-Shot Segmentation    Sunghwan Hong, Seokju Cho, Jisu Nam, Stephen Lin, Seungryong Kim arXiv_CV arXiv_CV  Transformer  Segmentation  Embedding  Pose  Relation  Few-Shot  Attention  CNN  PDF
• 2022-07-22 Geodesic-Former: a Geodesic-Guided Few-shot 3D Point Cloud Instance Segmenter    Tuan Ngo, Khoi Nguyen arXiv_CV arXiv_CV  Transformer  Segmentation  Point_Cloud  3D  Sparse  Pose  Face  Few-Shot  Attention  PDF
• 2022-07-22 Few-shot Image Generation Using Discrete Content Representation    Yan Hong, Li Niu, Jianfu Zhang, Liqing Zhang arXiv_CV arXiv_CV  Quantitative  Few-Shot  PDF
• 2022-07-21 Inductive and Transductive Few-Shot Video Classification via Appearance and Temporal Alignments    Khoi D. Nguyen, Quoc-Huy Tran, Khoi Nguyen, Binh-Son Hua, Rang Nguyen arXiv_CV arXiv_CV  Knowledge  Classification  Few-Shot  Video_Classification  Matching  PDF
• 2022-07-21 Surrey System for DCASE 2022 Task 5: Few-shot Bioacoustic Event Detection with Segment-level Metric Learning    Haohe Liu, Xubo Liu, Xinhao Mei, Qiuqiang Kong, Wenwu Wang, Mark D. Plumbley arXiv_SD arXiv_SD  Pose  Detection  Few-Shot  Inference  PDF
• 2022-07-21 Language Model Cascades    David Dohan, Winnie Xu, Aitor Lewkowycz, Jacob Austin, David Bieber, Raphael Gontijo Lopes, Yuhuai Wu, Henryk Michalewski, Rif A. Saurous, Jascha Sohl-dickstein, Kevin Murphy, Charles Sutton arXiv_CL arXiv_CL  Action  Few-Shot  Inference  Language_Model  PDF
• 2022-07-21 A Theoretical Framework for Inference and Learning in Predictive Coding Networks    Beren Millidge, Yuhang Song, Tommaso Salvatori, Thomas Lukasiewicz, Rafal Bogacz arXiv_AI arXiv_AI  Unsupervised  Relation  Few-Shot  Activity  Inference  Prediction  PDF
• 2022-07-21 DeltaGAN: Towards Diverse Few-shot Image Generation with Sample-Specific Delta    Yan Hong, Li Niu, Jianfu Zhang, Liqing Zhang arXiv_CV arXiv_CV  Reconstruction  Adversarial  Pose  Few-Shot  GAN  Matching  PDF
• 2022-07-20 Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach    Jiseok Youn, Jaehun Song, Hyung-Sin Kim, Saewoong Bahk arXiv_CV arXiv_CV  Quantization  Optimization  Pose  Few-Shot  Attention  Inference  QA  PDF
• 2022-07-20 Rethinking Few-Shot Class-Incremental Learning with Open-Set Hypothesis in Hyperbolic Geometry    Yawen Cui, Zitong Yu, Wei Peng, Li Liu arXiv_CV arXiv_CV  Recognition  Knowledge  Pose  Few-Shot  PDF
• 2022-07-20 An Efficient Framework for Few-shot Skeleton-based Temporal Action Segmentation    Leiyang Xu, Qiang Wang, Xiaotian Lin, Lin Yuan arXiv_CV arXiv_CV  Segmentation  Pose  Action  Classification  Deep_Learning  Few-Shot  Prediction  PDF
• 2022-07-20 Everything is There in Latent Space: Attribute Editing and Attribute Style Manipulation by StyleGAN Latent Space Exploration    Rishubh Parihar, Ankit Dhiman, Tejan Karmali, R. Venkatesh Babu arXiv_AI arXiv_AI  Adversarial  Pose  Quantitative  Few-Shot  GAN  PDF
• 2022-07-20 Task-adaptive Spatial-Temporal Video Sampler for Few-shot Action Recognition    Huabin Liu, Weixian Lv, John See, Weiyao Lin arXiv_AI arXiv_AI  Recognition  Optimization  Salient  Pose  Face  Action_Recognition  Action  Few-Shot  Attention  PDF
• 2022-07-19 Tip-Adapter: Training-free Adaption of CLIP for Few-shot Classification    Renrui Zhang, Zhang Wei, Rongyao Fang, Peng Gao, Kunchang Li, Jifeng Dai, Yu Qiao, Hongsheng Li arXiv_AI arXiv_AI  Transformer  Zero-Shot  Knowledge  Pose  Classification  Few-Shot  PDF
• 2022-07-19 Few-Shot Teamwork    Elliot Fosong, Arrasy Rahman, Ignacio Carlucho, Stefano V. Albrecht arXiv_AI arXiv_AI  Reinforcement_Learning  Pose  Few-Shot  PDF
• 2022-07-19 Similarity of Pre-trained and Fine-tuned Representations    Thomas Goerttler, Klaus Obermayer arXiv_AI arXiv_AI  Transformer  Transfer_Learning  Few-Shot  CNN  PDF
• 2022-07-19 Self-Supervision Can Be a Good Few-Shot Learner    Yuning Lu, Liangjian Wen, Jianzhuang Liu, Yajing Liu, Xinmei Tian arXiv_CV arXiv_CV  Transformer  Unsupervised  Self-Supervised  Pose  Few-Shot  PDF
• 2022-07-19 On the cross-lingual transferability of multilingual prototypical models across NLU tasks    Oralie Cattan, Christophe Servan, Sophie Rosset arXiv_CL arXiv_CL  Transformer  Transfer_Learning  Pose  Deep_Learning  Few-Shot  Language_Model  PDF
• 2022-07-19 Few-shot Open-set Recognition Using Background as Unknowns    Nan Song, Chi Zhang, Guosheng Lin arXiv_CV arXiv_CV  Recognition  Pose  Classification  Few-Shot  PDF
• 2022-07-19 Bayesian Evidential Learning for Few-Shot Classification    Xiongkun Linghu, Yan Bai, Yihang Lou, Shengsen Wu, Jinze Li, Jianzhong He, Tao Bai arXiv_CV arXiv_CV  Optimization  Pose  Classification  Few-Shot  PDF
• 2022-07-18 GOAL: Towards Benchmarking Few-Shot Sports Game Summarization    Jiaan Wang, Tingyi Zhang, Haoxiang Shi arXiv_AI arXiv_AI  Few-Shot  Attention  Summarization  PDF
• 2022-07-18 FakeCLR: Exploring Contrastive Learning for Solving Latent Discontinuity in Data-Efficient GANs    Ziqiang Li, Chaoyue Wang, Heliang Zheng, Jing Zhang, Bin Li arXiv_AI arXiv_AI  Pose  Contrastive_Learning  Few-Shot  GAN  PDF
• 2022-07-18 Dense Cross-Query-and-Support Attention Weighted Mask Aggregation for Few-Shot Segmentation    Xinyu Shi, Dong Wei, Yu Zhang, Donghuan Lu, Munan Ning, Jiashun Chen, Kai Ma, Yefeng Zheng arXiv_CV arXiv_CV  Transformer  Segmentation  Semantic_Segmentation  Pose  Relation  Few-Shot  Attention  Inference  PDF
• 2022-07-18 Few-shot Fine-grained Image Classification via Multi-Frequency Neighborhood and Double-cross Modulation    Hegui Zhu, Zhan Gao, Jiayi Wang, Yange Zhou, Chengqing Li arXiv_CV arXiv_CV  Embedding  3D  Pose  Classification  Relation  Few-Shot  Attention  Image_Classification  PDF
• 2022-07-18 STT: Soft Template Tuning for Few-Shot Adaptation    Ping Yu, Wei Wang, Chunyuan Li, Ruiyi Zhang, Zhanpeng Jin, Changyou Chen arXiv_AI arXiv_AI  Sentiment_Classification  Pose  Classification  Sentiment  Few-Shot  Language_Model  PDF
• 2022-07-17 Can large language models reason about medical questions?    Valentin Liévin, Christoffer Egeberg Hother, Ole Winther arXiv_AI arXiv_AI  Knowledge  Review  Few-Shot  Medical  Language_Model  QA  PDF
• 2022-07-17 ELECTRA is a Zero-Shot Learner, Too    Shiwen Ni, Hung-Yu Kao arXiv_CL arXiv_CL  Bert  Zero-Shot  Pose  Detection  Few-Shot  Language_Model  PDF
• 2022-07-16 Learn-to-Decompose: Cascaded Decomposition Network for Cross-Domain Few-Shot Facial Expression Recognition    Xinyi Zou, Yan Yan, Jing-Hao Xue, Si Chen, Hanzi Wang arXiv_CV arXiv_CV  Recognition  Regularization  Pose  Few-Shot  PDF
• 2022-07-16 Cross-Domain Cross-Set Few-Shot Learning via Learning Compact and Aligned Representations    Wentao Chen, Zhang Zhang, Wei Wang, Liang Wang, Zilei Wang, Tieniu Tan arXiv_CV arXiv_CV  Knowledge  Pose  Few-Shot  PDF
• 2022-07-15 Segment-level Metric Learning for Few-shot Bioacoustic Event Detection    Haohe Liu, Xubo Liu, Xinhao Mei, Qiuqiang Kong, Wenwu Wang, Mark D. Plumbley arXiv_AI arXiv_AI  Optimization  Pose  Detection  Few-Shot  Inference  PDF
• 2022-07-15 Registration based Few-Shot Anomaly Detection    Chaoqin Huang, Haoyan Guan, Aofan Jiang, Ya Zhang, Michael Spratling, Yan-Feng Wang arXiv_CV arXiv_CV  Pose  Detection  Few-Shot  PDF
• 2022-07-15 WaveGAN: Frequency-aware GAN for High-Fidelity Few-shot Image Generation    Mengping Yang, Zhe Wang, Ziqiu Chi, Wenyi Feng arXiv_CV arXiv_CV  Pose  Face  Few-Shot  GAN  PDF
• 2022-07-14 Fine-grained Few-shot Recognition by Deep Object Parsing    Pengkai Zhu, Ruizhao Zhu, Samarth Mishra, Venkatesh Saligrama arXiv_AI arXiv_AI  Recognition  Pose  Few-Shot  CNN  PDF
• 2022-07-14 Convolutional Bypasses Are Better Vision Transformer Adapters    Shibo Jie, Zhi-Hong Deng arXiv_CV arXiv_CV  Transformer  Transfer_Learning  Knowledge  Pose  Few-Shot  CNN  Language_Model  PDF
• 2022-07-14 Tree Structure-Aware Few-Shot Image Classification via Hierarchical Aggregation    Min Zhang, Siteng Huang, Wenbin Li, Donglin Wang arXiv_CV arXiv_CV  Knowledge  Classification  Relation  Few-Shot  Image_Classification  PDF
• 2022-07-14 Proceedings of the ICML 2022 Expressive Vocalizations Workshop and Competition: Recognizing, Generating, and Personalizing Vocal Bursts    Alice Baird, Panagiotis Tzirakis, Gauthier Gidel, Marco Jiralerspong, Eilif B. Muller, Kory Mathewson, Björn Schuller, Erik Cambria, Dacher Keltner, Alan Cowen arXiv_SD arXiv_SD  Recognition  Emotion  Few-Shot  PDF
• 2022-07-14 Pseudo-Labeling Based Practical Semi-Supervised Meta-Training for Few-Shot Learning    Xingping Dong, Ling Shao, Shengcai Liao arXiv_CV arXiv_CV  Pose  Few-Shot  PDF
• 2022-07-14 Few-shot bioacoustic event detection at the DCASE 2022 challenge    I. Nolasco, S. Singh, E. Vidana-Villa, E. Grout, J. Morford, M. Emmerson, F. Jensens, H. Whitehead, I. Kiskin, A. Strandburg-Peshkin, L. Gill, H. Pamula, V. Lostanlen, V. Morfi, D. Stowell