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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

Natural Language to Structured Query Generation via Meta-Learning NAACL 2018
One-shot Learning for Question-Answering in Gaokao History Challenge COLING 2018
Few-Shot Goal Inference for Visuomotor Learning and Planning CORL 2018
Diverse Few-Shot Text Classification with Multiple Metrics NAACL 2018
Low-Shot Learning From Imaginary Data CVPR 2018
Bilevel Programming for Hyperparameter Optimization and Meta-Learning ICML 2018
Task-Embedded Control Networks for Few-Shot Imitation Learning CORL 2018
Conditional Neural Processes ICML 2018
Neural Graph Matching Networks for Fewshot 3D Action Recognition ECCV 2018
Multi-Content GAN for Few-Shot Font Style Transfer CVPR 2018
Towards one-shot learning for rare-word translation with external experts ACL 2018
The Importance of Sampling inMeta-Reinforcement Learning NIPS 2018
CRUISE: Cold-Start New Skill Development via Iterative Utterance Generation ACL 2018
Gaussian Process Conditional Density Estimation NIPS 2018
Probabilistic Model-Agnostic Meta-Learning NIPS 2018
Few-Shot Image Recognition by Predicting Parameters From Activations CVPR 2018
Low-shot Learning via Covariance-Preserving Adversarial Augmentation Networks NIPS 2018
Learning Deep Disentangled Embeddings With the F-Statistic Loss NIPS 2018
BRUNO: A Deep Recurrent Model for Exchangeable Data NIPS 2018
Learning to Compare: Relation Network for Few-Shot Learning CVPR 2018
CLEAR: Cumulative LEARning for One-Shot One-Class Image Recognition CVPR 2018
MSplit LBI: Realizing Feature Selection and Dense Estimation Simultaneously in Few-shot and Zero-shot Learning ICML 2018
Memory, Show the Way: Memory Based Few Shot Word Representation Learning EMNLP 2018
TADAM: Task dependent adaptive metric for improved few-shot learning NIPS 2018
Temporal Hallucinating for Action Recognition With Few Still Images CVPR 2018