Few-Shot Learning

Query-Driven Multi-Instance Learning AAAI 2020 Rapid Learning or Feature Reuse? Towards Understanding the Effectiveness of MAML ICLR 2020 Representation Based Meta-Learning for Few-Shot Spoken Intent Recognition Interspeech 2020 Re-solve it: simulating the acquisition of core semantic competences from small data CoNLL 2020 ROSS: Robust Learning of One-shot 3D Shape Segmentation WACV 2020 Self-Supervised Few-Shot Learning on Point Clouds NeurIPS 2020 Self-Supervised Meta-Learning for Few-Shot Natural Language Classification Tasks EMNLP 2020 Self-Supervised Tuning for Few-Shot Segmentation IJCAI 2020 Semi-Supervised Learning for Few-Shot Image-to-Image Translation CVPR 2020 SGAP-Net: Semantic-Guided Attentive Prototypes Network for Few-Shot Human-Object Interaction Recognition AAAI 2020 Shaping Visual Representations with Language for Few-Shot Classification ACL 2020 Simple and Effective Few-Shot Named Entity Recognition with Structured Nearest Neighbor Learning EMNLP 2020 SimPropNet: Improved Similarity Propagation for Few-shot Image Segmentation IJCAI 2020 Single Episode Policy Transfer in Reinforcement Learning ICLR 2020 SI-VDNAS: Semi-Implicit Variational Dropout for Hierarchical One-shot Neural Architecture Search IJCAI 2020 Something-Else: Compositional Action Recognition With Spatial-Temporal Interaction Networks CVPR 2020 Span-ConveRT: Few-shot Span Extraction for Dialog with Pretrained Conversational Representations ACL 2020 STEP: Spatial Temporal Graph Convolutional Networks for Emotion Perception from Gaits AAAI 2020 Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models EMNLP 2020 TableGPT: Few-shot Table-to-Text Generation with Table Structure Reconstruction and Content Matching COLING 2020 Tackling the Low-resource Challenge for Canonical Segmentation EMNLP 2020 TapNet: Multivariate Time Series Classification with Attentional Prototypical Network AAAI 2020 Task-Aware Representation of Sentences for Generic Text Classification COLING 2020 Taxy.io@FinTOC-2020: Multilingual Document Structure Extraction using Transfer Learning COLING 2020 The Advantage of Conditional Meta-Learning for Biased Regularization and Fine Tuning NeurIPS 2020