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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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Adonis Jamal

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#machine learning Preprint Oct 2026

Randomized Transport Maps for Model-Free Policy-Gradient Mean-Field Control

We develop a model-free policy gradient method for discrete-time mean-field control (MFC). In MFC, the policy affects the objective both through the controlled dynamics and through the population distribution. Standard REINFORCE estimators capture the first effect but not the second. We introduce Transport REINFORCE, a...

Adonis Jamal, Samy Mekkaoui, Yadh Hafsi et al. · 0 citations

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