Few-Shot Learning

FEWS: Large-Scale, Low-Shot Word Sense Disambiguation with the Dictionary EACL 2021 FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation EMNLP 2021 Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional Generalization EMNLP 2021 Fine-Grained Angular Contrastive Learning With Coarse Labels CVPR 2021 FLAR: A Unified Prototype Framework for Few-Sample Lifelong Active Recognition ICCV 2021 FL-MSRE: A Few-Shot Learning based Approach to Multimodal Social Relation Extraction AAAI 2021 FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding CVPR 2021 Fusion Learning Using Semantics and Graph Convolutional Network for Visual Food Recognition WACV 2021 Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis NeurIPS 2021 Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration Without Forgetting ICCV 2021 Generalized Few-Shot Object Detection Without Forgetting CVPR 2021 GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning ICML 2021 Hallucination Improves Few-Shot Object Detection CVPR 2021 Hierarchical Graph Attention Network for Few-Shot Visual-Semantic Learning ICCV 2021 Home Action Genome: Cooperative Compositional Action Understanding CVPR 2021 Honey or Poison? Solving the Trigger Curse in Few-shot Event Detection via Causal Intervention EMNLP 2021 How many data points is a prompt worth? NAACL 2021 IBM MNLP IE at CASE 2021 Task 2: NLI Reranking for Zero-Shot Text Classification ACL 2021 Improving Generalization in Meta-learning via Task Augmentation ICML 2021 Incremental Few-Shot Instance Segmentation CVPR 2021 Integrating Pre-trained Model into Rule-based Dialogue Management AAAI 2021 Intriguing Properties of Vision Transformers NeurIPS 2021 Investigating the Effect of Natural Language Explanations on Out-of-Distribution Generalization in Few-shot NLI EMNLP 2021 Labeled From Unlabeled: Exploiting Unlabeled Data for Few-Shot Deep HDR Deghosting CVPR 2021 Label Verbalization and Entailment for Effective Zero and Few-Shot Relation Extraction EMNLP 2021