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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

Learning Emotion from 100 Observations: Unexpected Robustness of Deep Learning under Strong Data Limitations COLING 2020
Synthetic Examples Improve Generalization for Rare Classes WACV 2020
Few-Shot Learning of Video Action Recognition Only Based on Video Contents WACV 2020
Boosting Few-Shot Learning With Adaptive Margin Loss CVPR 2020
TransMatch: A Transfer-Learning Scheme for Semi-Supervised Few-Shot Learning CVPR 2020
Instance Credibility Inference for Few-Shot Learning CVPR 2020
Meta-Learning of Neural Architectures for Few-Shot Learning CVPR 2020
Learning to Decouple Relations: Few-Shot Relation Classification with Entity-Guided Attention and Confusion-Aware Training COLING 2020
Action Genome: Actions As Compositions of Spatio-Temporal Scene Graphs CVPR 2020
FGN: Fully Guided Network for Few-Shot Instance Segmentation CVPR 2020
Fine-Grained Image-to-Image Transformation Towards Visual Recognition CVPR 2020
Unsupervised Representation Learning for Gaze Estimation CVPR 2020
COBE: Contextualized Object Embeddings from Narrated Instructional Video NIPS 2020
Hyperbolic Image Embeddings CVPR 2020
3FabRec: Fast Few-Shot Face Alignment by Reconstruction CVPR 2020
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels NIPS 2020
Task-Robust Model-Agnostic Meta-Learning NIPS 2020
Modality-Transferable Emotion Embeddings for Low-Resource Multimodal Emotion Recognition AACL 2020
Turning 30: New Ideas in Inductive Logic Programming IJCAI 2020
Multi-attention Meta Learning for Few-shot Fine-grained Image Recognition IJCAI 2020
Few-shot Visual Learning with Contextual Memory and Fine-grained Calibration IJCAI 2020
Transductive Relation-Propagation Network for Few-shot Learning IJCAI 2020
Spoken Content and Voice Factorization for Few-Shot Speaker Adaptation INTERSPEECH 2020
Learning Fast Adaptation on Cross-Accented Speech Recognition INTERSPEECH 2020
Few-Shot Bayesian Imitation Learning with Logical Program Policies AAAI 2020