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few-shot learning

3398 papers

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Also known as

FSL FEW-SHOT

Co-occurring keywords

large language model (13587) zero-shot learning (3650) transfer learning (5449) in-context learning (1405) text classification (6793) domain adaptation (4595) prompt engineering (1135) representation learning (6206) language model (4599) contrastive learning (4032)

Papers

Co-training Improves Prompt-based Learning for Large Language Models ICML 2022
IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages ICML 2022
Sharp-MAML: Sharpness-Aware Model-Agnostic Meta Learning ICML 2022
Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning ICML 2022
Few-Shot Weakly-Supervised Object Detection via Directional Statistics WACV 2022
PICA: Point-Wise Instance and Centroid Alignment Based Few-Shot Domain Adaptive Object Detection With Loose Annotations WACV 2022
C*-algebra Net: A New Approach Generalizing Neural Network Parameters to C*-algebra ICML 2022
Channel Importance Matters in Few-Shot Image Classification ICML 2022
XMP-Font: Self-Supervised Cross-Modality Pre-Training for Few-Shot Font Generation CVPR 2022
Automatic Label Sequence Generation for Prompting Sequence-to-sequence Models COLING 2022
Leveraging Non-dialogue Summaries for Dialogue Summarization COLING 2022
Dynamic Kernel Selection for Improved Generalization and Memory Efficiency in Meta-Learning CVPR 2022
Learning To Learn by Jointly Optimizing Neural Architecture and Weights CVPR 2022
Learning Non-Target Knowledge for Few-Shot Semantic Segmentation CVPR 2022
Conditional Prompt Learning for Vision-Language Models CVPR 2022
Spatio-Temporal Relation Modeling for Few-Shot Action Recognition CVPR 2022
PointCLIP: Point Cloud Understanding by CLIP CVPR 2022
Semantic-Aligned Fusion Transformer for One-Shot Object Detection CVPR 2022
What Matters for Meta-Learning Vision Regression Tasks? CVPR 2022
Semi-Supervised Few-Shot Learning via Multi-Factor Clustering CVPR 2022
Learning Distinctive Margin Toward Active Domain Adaptation CVPR 2022
FS6D: Few-Shot 6D Pose Estimation of Novel Objects CVPR 2022
Propagation Regularizer for Semi-Supervised Learning With Extremely Scarce Labeled Samples CVPR 2022
Look Closer To Supervise Better: One-Shot Font Generation via Component-Based Discriminator CVPR 2022
Generalized Few-Shot Semantic Segmentation CVPR 2022