Class-incremental learning with causal relational replay

In Class-Incremental Learning (Class-IL), deep neural networks often fail to learn a sequence of classes incrementally due to catastrophic forgetting, a phenomenon arising from the absence of exposure to old knowledge. To alleviate this issue, conventional rehearsal methods, such as experience repla...

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Bibliographic Details

Published in:	Expert systems with applications Vol. 250; p. 123901
Main Authors:	Nguyen, Toan, Kieu, Duc, Duong, Bao, Kieu, Tung, Do, Kien, Nguyen, Thin, Le, Bac
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 15.09.2024
Subjects:	Causality Incremental learning Relational learning Causality Relational learning Incremental learning
ISSN:	0957-4174
Online Access:	Get full text
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