Learning to Learn Task-Adaptive Hyperparameters for Few-Shot Learning

The objective of few-shot learning is to design a system that can adapt to a given task with only few examples while achieving generalization. Model-agnostic meta-learning (MAML), which has recently gained the popularity for its simplicity and flexibility, learns a good initialization for fast adapt...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 3 vom: 01. Feb., Seite 1441-1454
1. Verfasser: Baik, Sungyong (VerfasserIn)
Weitere Verfasser: Choi, Myungsub, Choi, Janghoon, Kim, Heewon, Lee, Kyoung Mu
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article