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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

Pengfei Du

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Conference Open access Sep 2026

PID-Controlled Constrained RL for Hub-based Joint Pricing, Dispatching, and Routing with Service Guarantees

PID-SACA is proposed, a unified framework that integrates an entropy-regularized actor--critic policy for continuous pricing and dispatching assisted by an embedded routing solver for execution-aware feedback that significantly outperforms baselines, achieving high revenue with stable service compliance.

Pengfei Du, Yucen Gao, Bing Wang et al. · 0 citations

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