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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

Alternative Baselines for Low-Shot 3D Medical Image Segmentation---An Atlas Perspective AAAI 2021
Energy-Based Learning for Scene Graph Generation CVPR 2021
MFNP: A Meta-optimized Model for Few-shot Next POI Recommendation IJCAI 2021
Cross-Lingual Low Resource Speaker Adaptation Using Phonological Features INTERSPEECH 2021
What to Pre-Train on? Efficient Intermediate Task Selection EMNLP 2021
AStitchInLanguageModels: Dataset and Methods for the Exploration of Idiomaticity in Pre-Trained Language Models EMNLP 2021
Learning To Hallucinate Examples From Extrinsic and Intrinsic Supervision ICCV 2021
Penalty Method for Inversion-Free Deep Bilevel Optimization ACML 2021
Prototypical Cross-Domain Self-Supervised Learning for Few-Shot Unsupervised Domain Adaptation CVPR 2021
Adaptive Prototype Learning and Allocation for Few-Shot Segmentation CVPR 2021
Meta-Learning With Task-Adaptive Loss Function for Few-Shot Learning ICCV 2021
Semantic Relation Reasoning for Shot-Stable Few-Shot Object Detection CVPR 2021
Hierarchical Graph Attention Network for Few-Shot Visual-Semantic Learning ICCV 2021
MEDA: Meta-Learning with Data Augmentation for Few-Shot Text Classification IJCAI 2021
Neural View Synthesis and Matching for Semi-Supervised Few-Shot Learning of 3D Pose NIPS 2021
Few-Shot Text Classification with Triplet Networks, Data Augmentation, and Curriculum Learning NAACL 2021
Few-shot Intent Classification and Slot Filling with Retrieved Examples NAACL 2021
Everything Has a Cause: Leveraging Causal Inference in Legal Text Analysis NAACL 2021
How many data points is a prompt worth? NAACL 2021
ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-Shot Learning CVPR 2021
Mutual CRF-GNN for Few-Shot Learning CVPR 2021
Example-Driven Intent Prediction with Observers NAACL 2021
FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding CVPR 2021
Generalized Few-Shot Object Detection Without Forgetting CVPR 2021
Rethinking Class Relations: Absolute-Relative Supervised and Unsupervised Few-Shot Learning CVPR 2021