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Towards understanding memory buffer based continual learning

2025-12-26

0

PRE

AI

沈力 (Li Shen)

DOI：10.1016/j.neunet.2025.108522

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Abstract

En 中文

• A theoretical framework for analyzing memory buffers in CL. • Theoretical analysis of forgetting & generalization in CL with buffers. • Identifies key conditions where buffers enhance CL performance. • Experimental validation using deep neural networks.

Journal

Neural Networks

IF:

6.3

Papers:

8.2K

Citations:

3.0W

Organization

N

national university of defense technology

Scholars:

5.0K

Papers: 1.5K

Citations: 0

S

sun yat-sen university

Scholars:

1.9W

Papers: 6.4K

Citations: 14

H

Huazhong University of Science and Technology

Scholars:

4.5K

Papers: 1.4K

Citations: 65

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