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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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Ying-Bo Ma

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#artificial intelligence Preprint Oct 2026

VETR: Execution-Grounded Self-Improving Agent for Symbolic Graphics Reasoning

Visual agents for symbolic graphics reasoning depend on executable world representations, yet continued improvement remains bottlenecked by ambiguous supervision from final renders. Recent agentic systems refine scenes through repeated interaction, but they lack mechanisms to recursively extract actionable evidence fro...

Ying-Bo Ma, Kuangshi Ai, Gordon Dai et al. · 0 citations

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