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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

Kamiar Asgari

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2 papers indexed here

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Preprint Sep 2026

Gradient-Only Online Convex Optimization with a Single Quadratic Leader

We study online convex optimization on a bounded Euclidean domain when the learner receives only one subgradient at its prediction and knows neither the horizon, a gradient bound, nor the losses'strong-convexity parameters. We present a scale-invariant algorithm that couples projected adaptive gradient descent to one c...

Kamiar Asgari · 0 citations
Preprint Sep 2026

Optimal Regret for Online Storage Control via Cumulative Policies

We study online control of a scalar storage system with adversarial nonnegative arrivals, known retention coefficient, and convex costs depending on both state and action. Each action must respect current resource availability and is chosen before the current arrival and cost function are revealed. For the existing sim...

Kamiar Asgari, Michael J. Neely · 0 citations

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