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Federated continual learning with joint diffusion-based generative replay

delete2026-07-09
delete0
PRE
AI
Y
Youhuizi Li *
Y
Yu Chen
Y
Yiran Ma
Y
Yuyu Yin
S
Shuyuan Hu
DOI：10.1016/j.asoc.2026.115928delete
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摘要

摘要

En 中文
• FedJoin通过联合建模图像生成和分类来解决灾难性遗忘问题。• 双态重放机制生成长期和短期样本以处理不平衡的任务分布。• 设计的特征一致性约束将新任务特征与历史类别嵌入对齐以保留先验知识。• 与现有重放方法相比，平均遗忘率降低了7.78%。

期刊

Applied Soft Computing 封面图
Applied Soft Computing
IF:
6.6
论文数:
1.4W
被引数:
4.8W

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