Few-Shot Learning

RLPrompt: Optimizing Discrete Text Prompts with Reinforcement Learning EMNLP 2022 Robust End-to-end Speaker Diarization with Generic Neural Clustering Interspeech 2022 Robust High-Dimensional Classification From Few Positive Examples IJCAI 2022 Robust Meta-learning with Sampling Noise and Label Noise via Eigen-Reptile ICML 2022 Robustness of Demonstration-based Learning Under Limited Data Scenario EMNLP 2022 SCHA-VAE: Hierarchical Context Aggregation for Few-Shot Generation ICML 2022 SEAL: Interactive Tool for Systematic Error Analysis and Labeling EMNLP 2022 Search and Learn: Improving Semantic Coverage for Data-to-Text Generation AAAI 2022 Searching for Better Spatio-temporal Alignment in Few-Shot Action Recognition NeurIPS 2022 SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning WACV 2022 Selective Token Generation for Few-shot Natural Language Generation COLING 2022 Self-Adaptive Imitation Learning: Learning Tasks with Delayed Rewards from Sub-optimal Demonstrations AAAI 2022 Self-Supervised Generative Style Transfer for One-Shot Medical Image Segmentation WACV 2022 Self-training with Two-phase Self-augmentation for Few-shot Dialogue Generation EMNLP 2022 Semantic-Aligned Fusion Transformer for One-Shot Object Detection CVPR 2022 Semantic Cross Attention for Few-shot Learning ACML 2022 Semantic Self-Segmentation for Abstractive Summarization of Long Documents in Low-Resource Regimes AAAI 2022 Semi-Supervised Few-Shot Learning via Multi-Factor Clustering CVPR 2022 SEQZERO: Few-shot Compositional Semantic Parsing with Sequential Prompts and Zero-shot Models NAACL 2022 SF-DST: Few-Shot Self-Feeding Reading Comprehension Dialogue State Tracking with Auxiliary Task Interspeech 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 SMASH: Improving SMAll Language Models’ Few-SHot Ability with Prompt-Based Distillation EMNLP 2022 Smoothed Embeddings for Certified Few-Shot Learning NeurIPS 2022 Snoopy: An Online Interface for Exploring the Effect of Pretraining Term Frequencies on Few-Shot LM Performance EMNLP 2022