← Learning Types
Machine Learning › Learning Types ›

Few-Shot Learning

1062 directly classified papers

Papers per year

Papers

Comprehensive Study: How the Context Information of Different Granularity Affects Dialogue State Tracking? IJCNLP 2021
Few-Shot Object Detection via Classification Refinement and Distractor Retreatment CVPR 2021
Dynamic Class Queue for Large Scale Face Recognition in the Wild CVPR 2021
Detecting Individual Decision-Making Style: Exploring Behavioral Stylometry in Chess NIPS 2021
Fusion Learning Using Semantics and Graph Convolutional Network for Visual Food Recognition WACV 2021
Meta-Learning for Relative Density-Ratio Estimation NIPS 2021
argmax centroid NIPS 2021
Neural Data-to-Text Generation with LM-based Text Augmentation EACL 2021
Think Big, Teach Small: Do Language Models Distil Occam’s Razor? NIPS 2021
Parameterless Transductive Feature Re-representation for Few-Shot Learning ICML 2021
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding CVPR 2021
Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection CVPR 2021
Prototypical Cross-Domain Self-Supervised Learning for Few-Shot Unsupervised Domain Adaptation CVPR 2021
Robust Spatio-Temporal Purchase Prediction via Deep Meta Learning AAAI 2021
Cold-start Sequential Recommendation via Meta Learner AAAI 2021
PTN: A Poisson Transfer Network for Semi-supervised Few-shot Learning AAAI 2021
Few-Shot One-Class Classification via Meta-Learning AAAI 2021
FL-MSRE: A Few-Shot Learning based Approach to Multimodal Social Relation Extraction AAAI 2021
Integrating Pre-trained Model into Rule-based Dialogue Management AAAI 2021
Hallucination Improves Few-Shot Object Detection CVPR 2021
Pareto Self-Supervised Training for Few-Shot Learning CVPR 2021
Temporal-Relational CrossTransformers for Few-Shot Action Recognition CVPR 2021
Few-Shot Transformation of Common Actions Into Time and Space CVPR 2021
Few-Shot Human Motion Transfer by Personalized Geometry and Texture Modeling CVPR 2021
Incremental Few-Shot Instance Segmentation CVPR 2021