Few-Shot Learning

A Closer Look at Prototype Classifier for Few-shot Image Classification NeurIPS 2022 A Comparative Study of Pre-trained Encoders for Low-Resource Named Entity Recognition ACL 2022 Active Few-Shot Learning for Sound Event Detection Interspeech 2022 AdaPrompt: Adaptive Model Training for Prompt-based NLP EMNLP 2022 Adaptive Distribution Calibration for Few-Shot Learning with Hierarchical Optimal Transport NeurIPS 2022 Adaptive Meta-learner via Gradient Similarity for Few-shot Text Classification COLING 2022 Adaptive Poincaré Point to Set Distance for Few-Shot Classification AAAI 2022 A Data Cartography based MixUp for Pre-trained Language Models NAACL 2022 AdaVocoder: Adaptive Vocoder for Custom Voice Interspeech 2022 A Few More Examples May Be Worth Billions of Parameters EMNLP 2022 A Human-machine Interface for Few-shot Rule Synthesis for Information Extraction NAACL 2022 AISFG: Abundant Information Slot Filling Generator NAACL 2022 ALP: Data Augmentation Using Lexicalized PCFGs for Few-Shot Text Classification AAAI 2022 A Modern Self-Referential Weight Matrix That Learns to Modify Itself ICML 2022 Analysis of Self-Supervised Learning and Dimensionality Reduction Methods in Clustering-Based Active Learning for Speech Emotion Recognition Interspeech 2022 An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning NeurIPS 2022 An Enhanced Span-based Decomposition Method for Few-Shot Sequence Labeling NAACL 2022 A Nested Bi-level Optimization Framework for Robust Few Shot Learning AAAI 2022 A Pixel-Level Meta-Learner for Weakly Supervised Few-Shot Semantic Segmentation WACV 2022 Are Prompt-based Models Clueless? ACL 2022 ASDOT: Any-Shot Data-to-Text Generation with Pretrained Language Models EMNLP 2022 A Simple yet Effective Relation Information Guided Approach for Few-Shot Relation Extraction ACL 2022 A Systematic Investigation of Commonsense Knowledge in Large Language Models EMNLP 2022 Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-Shot Learning CVPR 2022 A Two Stage Adaptation Framework for Frame Detection via Prompt Learning COLING 2022