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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Few-Shot Learning of Part-Specific Probability Space for 3D Shape Segmentation CVPR 2020
Few-Shot Open-Set Recognition Using Meta-Learning CVPR 2020
Few-Shot Learning via Embedding Adaptation With Set-to-Set Functions CVPR 2020
FGN: Fully Guided Network for Few-Shot Instance Segmentation CVPR 2020
DPGN: Distribution Propagation Graph Network for Few-Shot Learning CVPR 2020
Improved Few-Shot Visual Classification CVPR 2020
DeepEMD: Few-Shot Image Classification With Differentiable Earth Mover's Distance and Structured Classifiers CVPR 2020
Adversarial Feature Hallucination Networks for Few-Shot Learning CVPR 2020
Few-Shot Class-Incremental Learning CVPR 2020
Instance Credibility Inference for Few-Shot Learning CVPR 2020
TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning CVPR 2020
Text Emotion Distribution Learning from Small Sample: A Meta-Learning Approach EMNLP 2019
Induction Networks for Few-Shot Text Classification EMNLP 2019
Combining Unsupervised Pre-training and Annotator Rationales to Improve Low-shot Text Classification EMNLP 2019
Out-of-Domain Detection for Low-Resource Text Classification Tasks EMNLP 2019
Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion EMNLP 2019
Learning to Self-Train for Semi-Supervised Few-Shot Classification NIPS 2019
Hierarchical Attention Prototypical Networks for Few-Shot Text Classification IJCNLP 2019
Few-Shot Learning With Localization in Realistic Settings CVPR 2019
Adapting Meta Knowledge Graph Information for Multi-Hop Reasoning over Few-Shot Relations IJCNLP 2019
AffinityNet: Semi-Supervised Few-Shot Learning for Disease Type Prediction AAAI 2019
PARN: Position-Aware Relation Networks for Few-Shot Learning ICCV 2019
COALA: A Neural Coverage-Based Approach for Long Answer Selection with Small Data AAAI 2019
Tackling Long-Tailed Relations and Uncommon Entities in Knowledge Graph Completion IJCNLP 2019
Out-of-Domain Detection for Low-Resource Text Classification Tasks IJCNLP 2019