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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

Yawei Wang

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2 papers indexed here

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Preprint Aug 2026

Reusing Rollouts under Policy Lag: Prefix-Normalized Policy Optimization for LLM Reinforcement Learning

Prefix-Normalized Policy Optimization (PNPO), which replaces the cumulative ratio with the geometric mean of likelihood ratios along each causal prefix, preserving causal-prefix dependence at each position while compressing the log-weight scale, is studied.

Wenhao Zhang, Yi Xie, Rui Wang et al. · 1 citation
Aug 2026

CGARF: a causality-guided framework for reliable automated program repair

Results suggest that causal-aware reasoning and stability-oriented design can improve the effectiveness of LLM-based APR, a causality-guided multi-agent repair framework that improves the repair stage of existing LLM-based localization pipelines.

Lei Yuan, Shaohua Liu, Yu Wang et al. · 0 citations

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