Few-Shot Learning

The Summary Loop: Learning to Write Abstractive Summaries Without Examples ACL 2020 Towards Fast Adaptation of Neural Architectures with Meta Learning ICLR 2020 Towards Zero-Shot Conditional Summarization with Adaptive Multi-Task Fine-Tuning EMNLP 2020 Transductive Relation-Propagation Network for Few-shot Learning IJCAI 2020 Transformers for One-Shot Visual Imitation CoRL 2020 TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning CVPR 2020 TransQuest: Translation Quality Estimation with Cross-lingual Transformers COLING 2020 TriggerNER: Learning with Entity Triggers as Explanations for Named Entity Recognition ACL 2020 Uncertainty in Model-Agnostic Meta-Learning using Variational Inference WACV 2020 Unraveling Meta-Learning: Understanding Feature Representations for Few-Shot Tasks ICML 2020 Unsupervised Commonsense Question Answering with Self-Talk EMNLP 2020 VoiceID on the Fly: A Speaker Recognition System that Learns from Scratch Interspeech 2020 Weakly Supervised Few-shot Object Segmentation using Co-Attention with Visual and Semantic Embeddings IJCAI 2020 When Low Resource NLP Meets Unsupervised Language Model: Meta-Pretraining then Meta-Learning for Few-Shot Text Classification (Student Abstract) AAAI 2020 Winnowing with Gradient Descent COLT 2020 Word Frequency Does Not Predict Grammatical Knowledge in Language Models EMNLP 2020 XtarNet: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning ICML 2020 A Closer Look At Feature Space Data Augmentation For Few-Shot Intent Classification EMNLP 2019 A Closer Look at Few-shot Classification ICLR 2019 ACMM: Aligned Cross-Modal Memory for Few-Shot Image and Sentence Matching ICCV 2019 Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations EMNLP 2019 Adaptive Cross-Modal Few-shot Learning NeurIPS 2019 Adaptive Posterior Learning: few-shot learning with a surprise-based memory module ICLR 2019 A Generalized Algorithm for Multi-Objective Reinforcement Learning and Policy Adaptation NeurIPS 2019 AMP: Adaptive Masked Proxies for Few-Shot Segmentation ICCV 2019