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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

Knowledge Guided Metric Learning for Few-Shot Text Classification NAACL 2021
Self-Supervised Contrastive Learning for Efficient User Satisfaction Prediction in Conversational Agents NAACL 2021
Few-Shot Image Generation via Cross-Domain Correspondence CVPR 2021
UniT: Unified Knowledge Transfer for Any-Shot Object Detection and Segmentation CVPR 2021
Few-Shot Open-Set Recognition by Transformation Consistency CVPR 2021
Fine-Grained Angular Contrastive Learning With Coarse Labels CVPR 2021
Labeled From Unlabeled: Exploiting Unlabeled Data for Few-Shot Deep HDR Deghosting CVPR 2021
Prototype Completion With Primitive Knowledge for Few-Shot Learning CVPR 2021
Self-Guided and Cross-Guided Learning for Few-Shot Segmentation CVPR 2021
Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning CVPR 2021
FiD-Ex: Improving Sequence-to-Sequence Models for Extractive Rationale Generation EMNLP 2021
Honey or Poison? Solving the Trigger Curse in Few-shot Event Detection via Causal Intervention EMNLP 2021
Language Models are Few-Shot Butlers EMNLP 2021
Investigating the Effect of Natural Language Explanations on Out-of-Distribution Generalization in Few-shot NLI EMNLP 2021
Few-shot and Zero-shot Approaches to Legal Text Classification: A Case Study in the Financial Sector EMNLP 2021
Neural TMDlayer: Modeling Instantaneous Flow of Features via SDE Generators ICCV 2021
Iterative Label Cleaning for Transductive and Semi-Supervised Few-Shot Learning ICCV 2021
Transductive Few-Shot Classification on the Oblique Manifold ICCV 2021
Few-Shot Intent Classification by Gauging Entailment Relationship Between Utterance and Semantic Label EMNLP 2021
On Unifying Misinformation Detection NAACL 2021
Few-Shot Keyword Spotting in Any Language INTERSPEECH 2021
Direct Multimodal Few-Shot Learning of Speech and Images INTERSPEECH 2021
Scalable Few-Shot Learning of Robust Biomedical Name Representations NAACL 2021
Medically Aware GPT-3 as a Data Generator for Medical Dialogue Summarization NAACL 2021
It’s Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners NAACL 2021