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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

Jin-Niao Qiu

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2 papers indexed here

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Preprint Sep 2026

Optimal Resource Extraction under Distribution Learning and Infinite-Horizon Stochastic Hamilton--Jacobi Equations

We study an infinite-horizon stochastic control problem for the optimal exploitation of an exhaustible resource with unknown total reserves. Information is generated both endogenously through continued extraction without depletion and exogenously through an external information flow. This interaction makes the natural...

U. Horst, Jin-Niao Qiu, Yang Yang · 0 citations
Preprint Sep 2026

SCMO: Stochastic Control for Optimization over Probability Measures on Infinite-Dimensional Spaces

We study objective-only optimization of possibly nonconvex and nonsmooth functionals over probability measures on a separable Hilbert space, allowing the optimizer to be intrinsically non-Dirac. We introduce SCMO (Stochastic Control Measure Optimizer), a gradient-free particle method derived from entropy regularized st...

Hang Cheung, Jin-Niao Qiu · 0 citations

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