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Ke-Ru Chen

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#artificial intelligence Review Sep 2026

MeshHeal: Two-Timescale Self-Healing for Gray Failures in Decentralized LLM Agent Networks

Decentralized LLM-based multi-agent systems coordinate through local interactions, but an agent can remain responsive while its task-solving quality persistently degrades. Such gray failures require protecting current tasks before sufficient evidence exists to alter future routing, while still allowing recovered agents...

Ke-Ru Chen, Sen-Fon Lin, Ying-Bin Liang et al. · 0 citations

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