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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

Induction Networks for Few-Shot Text Classification IJCNLP 2019
Adaptive Gradient-Based Meta-Learning Methods NIPS 2019
Text Classification with Few Examples using Controlled Generalization NAACL 2019
Fast and Flexible Multi-Task Classification using Conditional Neural Adaptive Processes NIPS 2019
Prototype Propagation Networks (PPN) for Weakly-supervised Few-shot Learning on Category Graph IJCAI 2019
Personalizing Dialogue Agents via Meta-Learning ACL 2019
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification EMNLP 2019
Incremental Few-Shot Learning for Pedestrian Attribute Recognition IJCAI 2019
Learning Classifiers for Target Domain with Limited or No Labels ICML 2019
Hybrid Attention-Based Prototypical Networks for Noisy Few-Shot Relation Classification AAAI 2019
Efficient Meta Learning via Minibatch Proximal Update NIPS 2019
Image Block Augmentation for One-Shot Learning AAAI 2019
Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks IJCNLP 2019
Extreme Multi-Label Legal Text Classification: A Case Study in EU Legislation NAACL 2019
A Dual Attention Network with Semantic Embedding for Few-Shot Learning AAAI 2019
Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning CORL 2019
Zero Shot Intent Classification Using Long-Short Term Memory Networks INTERSPEECH 2019
Fast Context Adaptation via Meta-Learning ICML 2019
Meta-Learning Neural Bloom Filters ICML 2019
Few-Shot Learning With Global Class Representations ICCV 2019
EMR Coding with Semi-Parametric Multi-Head Matching Networks NAACL 2018
Few-Shot Charge Prediction with Discriminative Legal Attributes COLING 2018
Rapid Adaptation with Conditionally Shifted Neurons ICML 2018
Few-shot Generative Modelling with Generative Matching Networks AISTATS 2018
Gradient-Based Meta-Learning with Learned Layerwise Metric and Subspace ICML 2018