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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

Samuel Williams

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Preprint Sep 2026

Topology-Aware Congestion Pricing: Demand Robust Routing using the Forman-Ricci Curvature

Congestion pricing is widely used to improve transportation network efficiency where individual decentralized route choices can lead to system-level inefficiencies. Pigouvian tolls achieve the system optimum but depend on demand and can lose effectiveness under demand shifts, particularly on structurally critical bottl...

Sheryl Paul, Samuel Williams, Ke-Xin Wang et al. · 0 citations

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