Author

Shengli Zhang

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Preprint Jul 2026

Workflow-Localized Mechanism Learning: Attribution-Guided Repair and Knowledge Reuse for Structured Agent Skills

Workflow-Localized Mechanism Learning (WML) is introduced, which identifies the failed workflow node, implicated mechanisms, and smallest valid edit target, routing single-mechanism defects to L3 resources and relational defects across mechanisms to L2 composition protocols.

Zibin Lin, Shengli Zhang, Taotao Wang et al. · 1 citation