Few-Shot Learning

Rethinking Video Anomaly Detection - A Continual Learning Approach WACV 2022 Revisiting Learnable Affines for Batch Norm in Few-Shot Transfer Learning CVPR 2022 RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning EMNLP 2022 Robustness of Demonstration-based Learning Under Limited Data Scenario EMNLP 2022 SCHA-VAE: Hierarchical Context Aggregation for Few-Shot Generation ICML 2022 Searching for Better Spatio-temporal Alignment in Few-Shot Action Recognition NeurIPS 2022 SEE-Few: Seed, Expand and Entail for Few-shot Named Entity Recognition COLING 2022 SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning WACV 2022 Semantic-Aligned Fusion Transformer for One-Shot Object Detection CVPR 2022 Semantically Informed Slang Interpretation NAACL 2022 Semantic Cross Attention for Few-shot Learning ACML 2022 Semi-Supervised Few-Shot Learning via Multi-Factor Clustering CVPR 2022 Sentence-aware Adversarial Meta-Learning for Few-Shot Text Classification COLING 2022 Separated Contrastive Learning for Organ-at-Risk and Gross-Tumor-Volume Segmentation with Limited Annotation AAAI 2022 SF-DST: Few-Shot Self-Feeding Reading Comprehension Dialogue State Tracking with Auxiliary Task Interspeech 2022 Show, Don’t Tell: Demonstrations Outperform Descriptions for Schema-Guided Task-Oriented Dialogue NAACL 2022 Simple Questions Generate Named Entity Recognition Datasets EMNLP 2022 Singular Value Fine-tuning: Few-shot Segmentation requires Few-parameters Fine-tuning NeurIPS 2022 Skeleton-DML: Deep Metric Learning for Skeleton-Based One-Shot Action Recognition WACV 2022 SLICER: Sliced Fine-Tuning for Low-Resource Cross-Lingual Transfer for Named Entity Recognition EMNLP 2022 Snoopy: An Online Interface for Exploring the Effect of Pretraining Term Frequencies on Few-Shot LM Performance EMNLP 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 Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning ICML 2022 Sylph: A Hypernetwork Framework for Incremental Few-Shot Object Detection CVPR 2022