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cs.AI2026
Localizing Emergent Failures in Agentic AI: Recovering Minimal Repair Families via Counterfactual Replay
Bingjie Li, Yumeng Song, Zhongming Yao +1
Failures in agentic AI systems can arise from interactions among messages exchanged by multiple large language model (LLM) agents. Pointwise attribution cannot distinguish a jointl…
cs.AI2026
Robustness Analysis of Agentic AI to Inconsistent and Incomplete Tool Responses
Jiachen Xu, Torben Bach Pedersen, Zhongming Yao +2
Tool-using agents increasingly rely on external tools to complete multi-step tasks, but tool returns can fail in different ways and require different recovery actions. Existing rob…
cs.AI2026
A-CPES: A Reference Framework for Agentic AI in Cyber-Physical Energy Systems
Xiaoyu Zhang, Qiuye Sun, Jiachen Xu +2
Energy system operation contains a loop of work that automation has never taken over: posing the optimization problem the current cycle should solve, disposing of infeasibility, se…