Few-Shot Learning

TA2N: Two-Stage Action Alignment Network for Few-Shot Action Recognition AAAI 2022 Target Really Matters: Target-aware Contrastive Learning and Consistency Regularization for Few-shot Stance Detection COLING 2022 TAX-Pose: Task-Specific Cross-Pose Estimation for Robot Manipulation CoRL 2022 Template-free Prompt Tuning for Few-shot NER NAACL 2022 The Role of Deconfounding in Meta-learning ICML 2022 Towards Few-shot Entity Recognition in Document Images: A Label-aware Sequence-to-Sequence Framework ACL 2022 Towards Few-Shot Identification of Morality Frames using In-Context Learning EMNLP 2022 Towards Practical Few-shot Query Sets: Transductive Minimum Description Length Inference NeurIPS 2022 Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study EMNLP 2022 Towards Summarizing Healthcare Questions in Low-Resource Setting COLING 2022 Training speaker recognition systems with limited data Interspeech 2022 Understanding Benign Overfitting in Gradient-Based Meta Learning NeurIPS 2022 UniHD at TSAR-2022 Shared Task: Is Compute All We Need for Lexical Simplification? EMNLP 2022 Uni-Perceiver: Pre-Training Unified Architecture for Generic Perception for Zero-Shot and Few-Shot Tasks CVPR 2022 Unsupervised Question Answering via Answer Diversifying COLING 2022 UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis NAACL 2022 What Makes for Effective Few-Shot Point Cloud Classification? WACV 2022 What Matters for Meta-Learning Vision Regression Tasks? CVPR 2022 Which Images To Label for Few-Shot Medical Landmark Detection? CVPR 2022 XMP-Font: Self-Supervised Cross-Modality Pre-Training for Few-Shot Font Generation CVPR 2022 Zero-shot Learning for Grapheme to Phoneme Conversion with Language Ensemble ACL 2022 A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters ACL 2021 Adaptive-Attentive Geolocalization From Few Queries: A Hybrid Approach WACV 2021 Adaptive Prototype Learning and Allocation for Few-Shot Segmentation CVPR 2021 Addressing Catastrophic Forgetting in Few-Shot Problems ICML 2021