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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

Author

Tian-Shuo Liu

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Preprint Jul 2026

Efficient Test-Time Optimization for Multi-Agent Proof Autoformalization

ToMap is introduced, a multi-agent framework that structures proof autoformalization as a Decomposer-Formalizer-Prover pipeline with efficient test-time optimization guided by formal verification and semantic rubrics for proof quality.

Tian-Shuo Liu, Shiyuan Zhang, Zijie Geng et al. · 2 citations · ⚡1

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