2 papers
cs.AI2026
Safe Remediation as Risk-Constrained Intervention Decision in Microservice Systems
Chengxiao Dai, Zhaokun Yan, Chenjun Lei +2
In modern IT operations (IT-Ops), the cost of an incorrect repair often exceeds the cost of no action at all. Yet existing automated remediation systems are designed to generate ac…
cs.AI2026
Coordinating from Memory: Graph-Structured Experience Reuse for Multi-Agent Adaptation in Dynamic Manufacturing
Chengxiao Dai, Zhanhui Lin, Zhaokun Yan +3
Dynamic manufacturing environments require multi-agent systems to coordinate effectively under frequent operational disturbances such as machine failures, urgent job arrivals, and…