Author

Luyan Zhang

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Jul 2026

Safe Remediation as Risk-Constrained Intervention Decision in Microservice Systems

This paper reformulate safe remediation as a risk-constrained intervention decision problem and cast it as a Constrained Markov Decision Process (CMDP), in which the agent maximizes repair success subject to a bounded false remediation rate (FRR).

Chengxiao Dai, Zhao-Kun Yan, Chenjun Lei et al. · arXiv.org · 0 citations

Preprint Jul 2026

Coordinating from Memory: Graph-Structured Experience Reuse for Multi-Agent Adaptation in Dynamic Manufacturing

A Graph-Structured Experiential Memory framework for multi-agent coordination in dynamic manufacturing that encodes historical coordination episodes as heterogeneous relational graphs that capture task dependencies, machine states, and inter-agent collaboration patterns is proposed.

Chengxiao Dai, Zhanhui Lin, Zhaokun Yan et al. · 0 citations