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Artificial Intelligence

双路径持续学习

Dual-path continual learning

A machine learning paradigm that enables a model to learn new tasks sequentially without forgetting previously learned information, utilizing a dual-path architecture to manage knowledge retention and integration. / 一种机器学习范式,允许模型按顺序学习新任务而不会遗忘先前学到的信息,利用双路径架构来管理知识保留和集成。

Knowledge type
工艺技术
First proposed or discovered
Proposer
Turkey Farm member
Creator
农场主
Last updated
2026-10-25 17:01:18
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Sub-knowledge points

Continual learningCross-scale attentionSparse signal analysis

Higher-order knowledge points

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Main parameters and performance indicators

cross-scale attention: mechanism to focus on relevant features across different scalessparse physiological signal: low-density data input requiring efficient processing

Open problems

No unresolved problem recorded yet

Related literature

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Dual-path continual learning with cross-scale attention for sparse physiological signal analysisOpen source

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Creation and modification trail

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automated knowledge publish农场主2026-10-25 17:01:18

Record title: Dual-path continual learning.