Few-Shot Learning

AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation ACL 2021 Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning EMNLP 2021 Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation AAAI 2021 Characterizing Generalization under Out-Of-Distribution Shifts in Deep Metric Learning NeurIPS 2021 (Comet-) Atomic 2020: On Symbolic and Neural Commonsense Knowledge Graphs AAAI 2021 ConvFiT: Conversational Fine-Tuning of Pretrained Language Models EMNLP 2021 COVR: A Test-Bed for Visually Grounded Compositional Generalization with Real Images EMNLP 2021 CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP EMNLP 2021 Data-Efficient Language Shaped Few-shot Image Classification EMNLP 2021 Dense Relation Distillation With Context-Aware Aggregation for Few-Shot Object Detection CVPR 2021 Disentangling 3D Prototypical Networks for Few-Shot Concept Learning ICLR 2021 Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP EMNLP 2021 DreamDrug - A crowdsourced NER dataset for detecting drugs in darknet markets EMNLP 2021 Effectiveness of Pre-training for Few-shot Intent Classification EMNLP 2021 Entity Concept-enhanced Few-shot Relation Extraction ACL 2021 Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning CVPR 2021 Few-NERD: A Few-shot Named Entity Recognition Dataset ACL 2021 Few-Shot 3D Point Cloud Semantic Segmentation CVPR 2021 Few-shot and Zero-shot Approaches to Legal Text Classification: A Case Study in the Financial Sector EMNLP 2021 Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks EMNLP 2021 Few-shot Font Generation with Localized Style Representations and Factorization AAAI 2021 Few-Shot Human Motion Transfer by Personalized Geometry and Texture Modeling CVPR 2021 Few-Shot Image Generation via Cross-Domain Correspondence CVPR 2021 Few-Shot Object Detection via Classification Refinement and Distractor Retreatment CVPR 2021 Few-Shot Open-Set Recognition by Transformation Consistency CVPR 2021