few-shot learning

3390 papers

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Also known as

ICL FSL FSAS FSED FSOD FSSL FSR FSC FFG FSAC FEW-SHOT FSCD FSIG FLAD FSCIL FSS FSRE FSIL CDFSL FS-XLT

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

Semi-Supervised Learning for Few-Shot Image-to-Image Translation CVPR 2020

Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs ICML 2020

Few-shot Domain Adaptation by Causal Mechanism Transfer ICML 2020

Frustratingly Simple Few-Shot Object Detection ICML 2020

XtarNet: Learning to Extract Task-Adaptive Representation for Incremental Few-Shot Learning ICML 2020

Meta Variance Transfer: Learning to Augment from the Others ICML 2020

Adaptive Subspaces for Few-Shot Learning CVPR 2020

Few-Shot Object Detection With Attention-RPN and Multi-Relation Detector CVPR 2020

Meta-Learning with Shared Amortized Variational Inference ICML 2020

Something-Else: Compositional Action Recognition With Spatial-Temporal Interaction Networks CVPR 2020

Few-Shot Learning via Embedding Adaptation With Set-to-Set Functions CVPR 2020

Learning Task-aware Local Representations for Few-shot Learning IJCAI 2020

Few-shot Natural Language Generation for Task-Oriented Dialog EMNLP 2020

Few-shot Human Motion Prediction via Learning Novel Motion Dynamics IJCAI 2020

Universal Natural Language Processing with Limited Annotations: Try Few-shot Textual Entailment as a Start EMNLP 2020

Enhanced Meta-Learning for Cross-Lingual Named Entity Recognition with Minimal Resources AAAI 2020

Few-shot Visual Reasoning with Meta-Analogical Contrastive Learning NIPS 2020

Few-Shot Learning of Part-Specific Probability Space for 3D Shape Segmentation CVPR 2020

Embodied Multimodal Multitask Learning IJCAI 2020

DPGN: Distribution Propagation Graph Network for Few-Shot Learning CVPR 2020

Few-Shot Pill Recognition CVPR 2020

Adversarial Feature Hallucination Networks for Few-Shot Learning CVPR 2020

Few-Shot Class-Incremental Learning CVPR 2020

Few-Shot Video Classification via Temporal Alignment CVPR 2020

Learning from Few Positives: a Provably Accurate Metric Learning Algorithm to Deal with Imbalanced Data IJCAI 2020