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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Tailoring Embedding Function to Heterogeneous Few-Shot Tasks by Global and Local Feature Adaptors AAAI 2021
Physarum Powered Differentiable Linear Programming Layers and Applications AAAI 2021
`Less Than One'-Shot Learning: Learning N Classes From M < N Samples AAAI 2021
Few-shot Learning for Multi-label Intent Detection AAAI 2021
SALNet: Semi-supervised Few-Shot Text Classification with Attention-based Lexicon Construction AAAI 2021
Learning from My Friends: Few-Shot Personalized Conversation Systems via Social Networks AAAI 2021
Relational Learning to Capture the Dynamics and Sparsity of Knowledge Graphs AAAI 2021
Multi-label Few-shot Learning with Semantic Inference (Student Abstract) AAAI 2021
Dense Relation Distillation With Context-Aware Aggregation for Few-Shot Object Detection CVPR 2021
Anti-Aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation CVPR 2021
Scale-Aware Graph Neural Network for Few-Shot Semantic Segmentation CVPR 2021
Reinforced Attention for Few-Shot Learning and Beyond CVPR 2021
UniT: Unified Knowledge Transfer for Any-Shot Object Detection and Segmentation CVPR 2021
Transformation Invariant Few-Shot Object Detection CVPR 2021
Learning to Learn Dense Gaussian Processes for Few-Shot Learning NIPS 2021
Property-Aware Relation Networks for Few-Shot Molecular Property Prediction NIPS 2021
GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning ICML 2021
Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks EMNLP 2021
Incremental Few-Shot Instance Segmentation CVPR 2021
Pareto Self-Supervised Training for Few-Shot Learning CVPR 2021
Universal-Prototype Enhancing for Few-Shot Object Detection ICCV 2021
Generalized and Incremental Few-Shot Learning by Explicit Learning and Calibration Without Forgetting ICCV 2021
Few-Shot Image Classification: Just Use a Library of Pre-Trained Feature Extractors and a Simple Classifier ICCV 2021
Few-Shot Visual Relationship Co-Localization ICCV 2021
Few-Shot Human Motion Transfer by Personalized Geometry and Texture Modeling CVPR 2021