Few-Shot Learning

Few-Shot Semantic Parsing with Language Models Trained on Code NAACL 2022 Few-shot Subgoal Planning with Language Models NAACL 2022 Few-Shot Table Understanding: A Benchmark Dataset and Pre-Training Baseline COLING 2022 Few-Shot Weakly-Supervised Object Detection via Directional Statistics WACV 2022 Fine-tuning Pre-trained Language Models for Few-shot Intent Detection: Supervised Pre-training and Isotropization NAACL 2022 FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning ACL 2022 Formulating Few-shot Fine-tuning Towards Language Model Pre-training: A Pilot Study on Named Entity Recognition EMNLP 2022 Fortunately, Discourse Markers Can Enhance Language Models for Sentiment Analysis AAAI 2022 Forward Compatible Few-Shot Class-Incremental Learning CVPR 2022 FS6D: Few-Shot 6D Pose Estimation of Novel Objects CVPR 2022 Function-words Adaptively Enhanced Attention Networks for Few-Shot Inverse Relation Classification IJCAI 2022 GALAXY: Graph-based Active Learning at the Extreme ICML 2022 Generalized Category Discovery CVPR 2022 Generalized Few-Shot Semantic Segmentation CVPR 2022 Generating Representative Samples for Few-Shot Classification CVPR 2022 GPS: Genetic Prompt Search for Efficient Few-Shot Learning EMNLP 2022 Graph-based Model Generation for Few-Shot Relation Extraction EMNLP 2022 Graph Few-shot Learning with Task-specific Structures NeurIPS 2022 Hierarchical Few-Shot Imitation with Skill Transition Models ICLR 2022 Hierarchical Recurrent Aggregative Generation for Few-Shot NLG ACL 2022 How to Train Your MAML to Excel in Few-Shot Classification ICLR 2022 Hybrid Graph Neural Networks for Few-Shot Learning AAAI 2022 HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning ICML 2022 IDPG: An Instance-Dependent Prompt Generation Method NAACL 2022 iFS-RCNN: An Incremental Few-Shot Instance Segmenter CVPR 2022