Few-Shot Learning

SNUG: Self-Supervised Neural Dynamic Garments CVPR 2022 SpanProto: A Two-stage Span-based Prototypical Network for Few-shot Named Entity Recognition EMNLP 2022 Spatio-Temporal Relation Modeling for Few-Shot Action Recognition CVPR 2022 Stage Conscious Attention Network (SCAN): A Demonstration-Conditioned Policy for Few-Shot Imitation AAAI 2022 STaR: Bootstrapping Reasoning With Reasoning NeurIPS 2022 ST-MAML : A stochastic-task based method for task-heterogeneous meta-learning UAI 2022 Strategies to Improve Few-shot Learning for Intent Classification and Slot-Filling NAACL 2022 Streamable Speech Representation Disentanglement and Multi-Level Prosody Modeling for Live One-Shot Voice Conversion Interspeech 2022 Subspace Regularizers for Few-Shot Class Incremental Learning ICLR 2022 Successive Prompting for Decomposing Complex Questions EMNLP 2022 Switch-GPT: An Effective Method for Constrained Text Generation under Few-Shot Settings (Student Abstract) AAAI 2022 Switch to Generalize: Domain-Switch Learning for Cross-Domain Few-Shot Classification ICLR 2022 Sylph: A Hypernetwork Framework for Incremental Few-Shot Object Detection CVPR 2022 TA2N: Two-Stage Action Alignment Network for Few-Shot Action Recognition AAAI 2022 Tailoring Visual Object Representations to Human Requirements: A Case Study with a Recycling Robot CoRL 2022 TAPE: Assessing Few-shot Russian Language Understanding EMNLP 2022 Task-Adaptive Negative Envision for Few-Shot Open-Set Recognition CVPR 2022 Task Affinity with Maximum Bipartite Matching in Few-Shot Learning ICLR 2022 Task Discrepancy Maximization for Fine-Grained Few-Shot Classification CVPR 2022 Task-Level Self-Supervision for Cross-Domain Few-Shot Learning AAAI 2022 TEAM UFAL @ CreativeSumm 2022: BART and SamSum based few-shot approach for creative Summarization COLING 2022 Tensor Feature Hallucination for Few-Shot Learning WACV 2022 Textual Entailment for Event Argument Extraction: Zero- and Few-Shot with Multi-Source Learning NAACL 2022 ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection EMNLP 2022 Towards Few-Shot Identification of Morality Frames using In-Context Learning EMNLP 2022