Survey on Replay-Based Continual Learning and Empirical Validation on Feasibility in Diverse Edge Devices Using a Representative Method

Survey on Replay-Based Continual Learning and Empirical Validation on Feasibility in Diverse Edge Devices Using a Representative Method

The goal of on-device continual learning is to enable models to adapt to streaming data without forgetting previously acquired knowledge, even with limited computational resources and memory constraints. Recent research has demonstrated that weighted regularization-based methods are constrained by i...

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Bibliographic Details
Main Authors: Heon-Sung Park, Hyeon-Chang Chu, Min-Kyung Sung, Chaewoon Kim, Jeongwon Lee, Dae-Won Kim, Jaesung Lee
Format: Article
Language:English
Published: MDPI AG 2025-07-01
Series:Mathematics
Subjects:
continual learning
replay
sparse update
on-device
edge device
Online Access:https://www.mdpi.com/2227-7390/13/14/2257
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