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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

Dongxu Zhou

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Preprint Aug 2026

TRCA: Transition-wise Rubric Credit Assignment for Long-horizon LLM Agents

Transition-wise Rubric Credit Assignment (TRCA) is proposed, which derives step-level supervision directly from action-induced transitions without learned evaluators or successful anchors for long-horizon tasks with sparse successful anchors.

Huan-Xi Zhang, Ming-Ju Chen, Dongxu Zhou et al. · 7 citations

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