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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

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Tian-Yi Zhang

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Jul 2026

Autonomous Repair for Multi-Agent Systems via Monte-Carlo Tree Search

MARS is proposed, a search-based framework that formulates MAS repair as a Monte Carlo Tree Search (MCTS) process and navigates the vast space of potential repairs via diagnosis-guided expansion with taxonomy-augmented evaluation.

Hanxiao Lu, Tian-Yi Zhang · 0 citations

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