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Mar, 2024
连续学习的统一通用框架
A Unified and General Framework for Continual Learning
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Zhenyi Wang, Yan Li, Li Shen, Heng Huang
TL;DR
该研究提出了一个统一框架来解决连续学习中的灾难性遗忘问题,并引入了一种创新的概念——刷新学习,通过重新学习当前数据来提高学习性能,在连续学习基准测试和理论分析中取得了有效的结果。
Abstract
continual learning
(CL) focuses on learning from dynamic and changing data distributions while retaining previously acquired knowledge. Various methods have been developed to address the challenge of
catastrophic forget
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