Few-Shot Learning

A Distribution-dependent Analysis of Meta Learning ICML 2021 A Hierarchical Transformation-Discriminating Generative Model for Few Shot Anomaly Detection ICCV 2021 A large-scale benchmark for few-shot program induction and synthesis ICML 2021 A Lazy Approach to Long-Horizon Gradient-Based Meta-Learning ICCV 2021 Alternative Baselines for Low-Shot 3D Medical Image Segmentation---An Atlas Perspective AAAI 2021 A Meta-Learning Approach for User-Defined Spoken Term Classification with Varying Classes and Examples Interspeech 2021 An Explicit-Joint and Supervised-Contrastive Learning Framework for Few-Shot Intent Classification and Slot Filling EMNLP 2021 Anti-Aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation CVPR 2021 A Prototypical Network Approach for Evaluating Generated Emotional Speech Interspeech 2021 argmax centroid NeurIPS 2021 A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios NAACL 2021 Attributes-Guided and Pure-Visual Attention Alignment for Few-Shot Recognition AAAI 2021 AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation ACL 2021 AvaTr: One-Shot Speaker Extraction with Transformers Interspeech 2021 Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation AAAI 2021 Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation ICML 2021 Class-Agnostic Few-Shot Object Counting WACV 2021 Cold-start Sequential Recommendation via Meta Learner AAAI 2021 Comprehensive Study: How the Context Information of Different Granularity Affects Dialogue State Tracking? ACL 2021 Conditional Self-Supervised Learning for Few-Shot Classification IJCAI 2021 Continual Few-Shot Learning for Text Classification EMNLP 2021 Continuous Coordination As a Realistic Scenario for Lifelong Learning ICML 2021 Continuous Entailment Patterns for Lexical Inference in Context EMNLP 2021 COVR: A Test-Bed for Visually Grounded Compositional Generalization with Real Images EMNLP 2021 Cross-Domain Few-Shot Classification via Adversarial Task Augmentation IJCAI 2021