Few-Shot Learning

Learning Low-Resource End-To-End Goal-Oriented Dialog for Fast and Reliable System Deployment ACL 2020 Learning Meta Model for Zero- and Few-Shot Face Anti-Spoofing AAAI 2020 Learning Task-aware Local Representations for Few-shot Learning IJCAI 2020 Learning to Classify Intents and Slot Labels Given a Handful of Examples ACL 2020 Learning to Learn Kernels with Variational Random Features ICML 2020 Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation EMNLP 2020 Learning to Select Base Classes for Few-Shot Classification CVPR 2020 Learning Web-based Procedures by Reasoning over Explanations and Demonstrations in Context ACL 2020 Lite Training Strategies for Portuguese-English and English-Portuguese Translation EMNLP 2020 Machines Getting with the Program: Understanding Intent Arguments of Non-Canonical Directives EMNLP 2020 Make One-Shot Video Object Segmentation Efficient Again NeurIPS 2020 MarioNETte: Few-Shot Face Reenactment Preserving Identity of Unseen Targets AAAI 2020 Meta Fine-Tuning Neural Language Models for Multi-Domain Text Mining EMNLP 2020 MetaIQA: Deep Meta-Learning for No-Reference Image Quality Assessment CVPR 2020 Meta-Learning of Neural Architectures for Few-Shot Learning CVPR 2020 Meta-Learning with Shared Amortized Variational Inference ICML 2020 METAL: Minimum Effort Temporal Activity Localization in Untrimmed Videos CVPR 2020 MetaPix: Few-Shot Video Retargeting ICLR 2020 Modality-Transferable Emotion Embeddings for Low-Resource Multimodal Emotion Recognition AACL 2020 Multi-label Few/Zero-shot Learning with Knowledge Aggregated from Multiple Label Graphs EMNLP 2020 Neural Snowball for Few-Shot Relation Learning AAAI 2020 Node Classification on Graphs with Few-Shot Novel Labels via Meta Transformed Network Embedding NeurIPS 2020 One-Shot Domain Adaptation for Face Generation CVPR 2020 One-Shot Image Classification by Learning to Restore Prototypes AAAI 2020 One Solution is Not All You Need: Few-Shot Extrapolation via Structured MaxEnt RL NeurIPS 2020