Neural networks : the official journal of the International Neural Network Society
Towards understanding memory buffer based continual learning.
Guodong Zheng, Peng Wang, Tao Sun, Li Shen
Published: 202510.1016/j.neunet.2025.108522
Abstract
Continual learning (CL) enables models to adapt to and retain knowledge across a sequence of tasks. While recent theoretical studies primarily focus on CL without memory buffers, the theoretical analysis of memory buffer-based continual learning (MCL…
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