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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

Jiahao Sun

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Jul 2026

Constraint-Anchored Reasoning Traces

Constraint-Anchored Reasoning Traces (CART) is proposed, a neuro-symbolic framework that trains MLLMs to interleave natural language reasoning steps with symbolic constraint assertions: lightweight, machine-checkable statements about visual content.

Zehua Cheng, Wei Dai, Jiahao Sun · 0 citations

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