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