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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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Wen-Ye Li

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#machine learning Preprint Sep 2026

Fast Regularized Policy Mirror Descent with One-Step TD Updates

Policy mirror descent (PMD) enjoys fast convergence in regularized Markov decision processes (MDPs), but existing guarantees often rely on exact or increasingly accurate policy evaluation. We analyze PMD coupled with a persistent critic advanced by one temporal-difference (TD) update. For finite discounted MDPs, we est...

Qi-Pei Chen, Wen-Ye Li, Yu-Le Sun et al. · 0 citations

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