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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

Few-Shot Transformation of Common Actions Into Time and Space CVPR 2021
Temporal-Relational CrossTransformers for Few-Shot Action Recognition CVPR 2021
Learning To Count Everything CVPR 2021
Partially Observed Exchangeable Modeling ICML 2021
Large-Scale Meta-Learning with Continual Trajectory Shifting ICML 2021
Amortized Bayesian Prototype Meta-learning: A New Probabilistic Meta-learning Approach to Few-shot Image Classification AISTATS 2021
Few-Shot Conformal Prediction with Auxiliary Tasks ICML 2021
Learn from Concepts: Towards the Purified Memory for Few-shot Learning IJCAI 2021
PTN: A Poisson Transfer Network for Semi-supervised Few-shot Learning AAAI 2021
OmniNet: Omnidirectional Representations from Transformers ICML 2021
CURI: A Benchmark for Productive Concept Learning Under Uncertainty ICML 2021
Few-shot Language Coordination by Modeling Theory of Mind ICML 2021
Learning Graphs for Knowledge Transfer With Limited Labels CVPR 2021
Does Head Label Help for Long-Tailed Multi-Label Text Classification AAAI 2021
Learning Dynamic Alignment via Meta-Filter for Few-Shot Learning CVPR 2021
Few-Shot Learning with Part Discovery and Augmentation from Unlabeled Images IJCAI 2021
A Distribution-dependent Analysis of Meta Learning ICML 2021
Data Augmentation for Meta-Learning ICML 2021
Learning a Universal Template for Few-shot Dataset Generalization ICML 2021
Learning to Learn Personalized Neural Network for Ventricular Arrhythmias Detection on Intracardiac EGMs IJCAI 2021
Regularising Knowledge Transfer by Meta Functional Learning IJCAI 2021
Teaching Keyword Spotters to Spot New Keywords with Limited Examples INTERSPEECH 2021
Pareto Self-Supervised Training for Few-Shot Learning CVPR 2021
Uncertainty-Aware Few-Shot Image Classification IJCAI 2021
Less Is More: Domain Adaptation with Lottery Ticket for Reading Comprehension EMNLP 2021