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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

Towards Few-shot Fact-Checking via Perplexity NAACL 2021
Comprehensive Study: How the Context Information of Different Granularity Affects Dialogue State Tracking? IJCNLP 2021
Towards Zero and Few-shot Knowledge-seeking Turn Detection in Task-orientated Dialogue Systems EMNLP 2021
CLIPort: What and Where Pathways for Robotic Manipulation CORL 2021
Few-Shot Incremental Learning With Continually Evolved Classifiers CVPR 2021
AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation IJCNLP 2021
Delving Deep Into Many-to-Many Attention for Few-Shot Video Object Segmentation CVPR 2021
Towards robust episodic meta-learning UAI 2021
Information theoretic meta learning with Gaussian processes UAI 2021
Non-Parametric Few-Shot Learning for Word Sense Disambiguation NAACL 2021
Task similarity aware meta learning: theory-inspired improvement on MAML UAI 2021
Contrastive prototype learning with augmented embeddings for few-shot learning UAI 2021
Learning to learn with Gaussian processes UAI 2021
TextSETTR: Few-Shot Text Style Extraction and Tunable Targeted Restyling ACL 2021
Known unknowns: Learning novel concepts using reasoning-by-elimination UAI 2021
Comprehensive Study: How the Context Information of Different Granularity Affects Dialogue State Tracking? ACL 2021
Few-NERD: A Few-shot Named Entity Recognition Dataset ACL 2021
Scale-Aware Graph Neural Network for Few-Shot Semantic Segmentation CVPR 2021
Physics-aware Spatiotemporal Modules with Auxiliary Tasks for Meta-Learning IJCAI 2021
Multiple Heads Are Better Than One: Few-Shot Font Generation With Multiple Localized Experts ICCV 2021
Few-Shot Image Classification: Just Use a Library of Pre-Trained Feature Extractors and a Simple Classifier ICCV 2021
AugNLG: Few-shot Natural Language Generation using Self-trained Data Augmentation ACL 2021
MetaHTR: Towards Writer-Adaptive Handwritten Text Recognition CVPR 2021
Airbert: In-Domain Pretraining for Vision-and-Language Navigation ICCV 2021
Multi-Task Retrieval for Knowledge-Intensive Tasks ACL 2021