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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

Rethinking Video Anomaly Detection - A Continual Learning Approach WACV 2022
Warping Layer: Representation Learning for Label Structures in Weakly Supervised Learning AISTATS 2022
MT3: Meta Test-Time Training for Self-Supervised Test-Time Adaption AISTATS 2022
Few-Shot Open-Set Recognition of Hyperspectral Images With Outlier Calibration Network WACV 2022
Calibrating CNNs for Few-Shot Meta Learning WACV 2022
CharacterGAN: Few-Shot Keypoint Character Animation and Reposing WACV 2022
Meta-Meta Classification for One-Shot Learning WACV 2022
Tensor Feature Hallucination for Few-Shot Learning WACV 2022
Ortho-Shot: Low Displacement Rank Regularization With Data Augmentation for Few-Shot Learning WACV 2022
CLASP: Few-Shot Cross-Lingual Data Augmentation for Semantic Parsing AACL 2022
Cross-lingual Few-Shot Learning on Unseen Languages AACL 2022
The Role of Deconfounding in Meta-learning ICML 2022
Inductive Relation Prediction by BERT AAAI 2022
An Empirical Study of GPT-3 for Few-Shot Knowledge-Based VQA AAAI 2022
Learning to Ask for Data-Efficient Event Argument Extraction (Student Abstract) AAAI 2022
Adaptive Poincaré Point to Set Distance for Few-Shot Classification AAAI 2022
NLP From Scratch Without Large-Scale Pretraining: A Simple and Efficient Framework ICML 2022
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