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few-shot learning

3390 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (12755) zero-shot learning (3637) transfer learning (5442) in-context learning (1369) text classification (6776) domain adaptation (4578) prompt engineering (1128) language model (4573) representation learning (6174) contrastive learning (3979)

Papers

Language Models are Few-shot Multilingual Learners EMNLP 2021
Learning to Learn Semantic Factors in Heterogeneous Image Classification NAACL 2021
Property-Aware Relation Networks for Few-Shot Molecular Property Prediction NIPS 2021
Personalized Adaptive Meta Learning for Cold-start User Preference Prediction AAAI 2021
Bidirectional RNN-based Few Shot Learning for 3D Medical Image Segmentation AAAI 2021
Attributes-Guided and Pure-Visual Attention Alignment for Few-Shot Recognition AAAI 2021
Learning a Few-shot Embedding Model with Contrastive Learning AAAI 2021
Partial Is Better Than All: Revisiting Fine-tuning Strategy for Few-shot Learning AAAI 2021
Physarum Powered Differentiable Linear Programming Layers and Applications AAAI 2021
Solving Aspect Category Sentiment Analysis as a Text Generation Task EMNLP 2021
Few-Shot One-Class Classification via Meta-Learning AAAI 2021
Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data NIPS 2021
Relative and Absolute Location Embedding for Few-Shot Node Classification on Graph AAAI 2021
Learning where to learn: Gradient sparsity in meta and continual learning NIPS 2021
Meta Two-Sample Testing: Learning Kernels for Testing with Limited Data NIPS 2021
Integrating Pre-trained Model into Rule-based Dialogue Management AAAI 2021
Progressive Network Grafting for Few-Shot Knowledge Distillation AAAI 2021
Offline Meta-Reinforcement Learning with Advantage Weighting ICML 2021
A Meta-Learning Approach for User-Defined Spoken Term Classification with Varying Classes and Examples INTERSPEECH 2021
Few-Shot Learning of New Sound Classes for Target Sound Extraction INTERSPEECH 2021
How Important is the Train-Validation Split in Meta-Learning? ICML 2021
Few-Shot 3D Point Cloud Semantic Segmentation CVPR 2021
Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning CVPR 2021
Few-Shot Human Motion Transfer by Personalized Geometry and Texture Modeling CVPR 2021
Linear Semantics in Generative Adversarial Networks CVPR 2021