Few-Shot Learning

Explicitly Capturing Relations between Entity Mentions via Graph Neural Networks for Domain-specific Named Entity Recognition ACL 2021 Exploiting Cloze-Questions for Few-Shot Text Classification and Natural Language Inference EACL 2021 Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning CVPR 2021 Exploring Transfer Learning For End-to-End Spoken Language Understanding AAAI 2021 FAPIS: A Few-Shot Anchor-Free Part-Based Instance Segmenter CVPR 2021 Few-Shot and Continual Learning With Attentive Independent Mechanisms ICCV 2021 Few-Shot Bayesian Optimization with Deep Kernel Surrogates ICLR 2021 Few-Shot Classification With Feature Map Reconstruction Networks CVPR 2021 Few-Shot Conformal Prediction with Auxiliary Tasks ICML 2021 Few Shot Dialogue State Tracking using Meta-learning EACL 2021 Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks EMNLP 2021 Few-Shot Image Generation via Cross-Domain Correspondence CVPR 2021 Few-Shot Incremental Learning With Continually Evolved Classifiers CVPR 2021 Few-shot Intent Classification and Slot Filling with Retrieved Examples NAACL 2021 Few-Shot Keyword Spotting in Any Language Interspeech 2021 Few-shot Learning for Multi-label Intent Detection AAAI 2021 Few-shot Learning for Slot Tagging with Attentive Relational Network EACL 2021 Few-Shot Learning of an Interleaved Text Summarization Model by Pretraining with Synthetic Data EACL 2021 Few-Shot Learning of New Sound Classes for Target Sound Extraction Interspeech 2021 Few-shot learning through contextual data augmentation EACL 2021 Few-Shot Learning via Learning the Representation, Provably ICLR 2021 Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images IJCAI 2021 Few-Shot Lifelong Learning AAAI 2021 Few-Shot Named Entity Recognition: An Empirical Baseline Study EMNLP 2021 Few-Shot Neural Architecture Search ICML 2021