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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

Sasidhar Kunapuli

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Preprint Nov 2026

Finite-Time Online Sample Complexity for Conditional Diffusion Models

We study the finite-time training and sampling error of conditional diffusion models trained by online stochastic-gradient denoising score matching. Rather than assuming access to an exact empirical or population risk minimizer, we analyze the score network produced after a finite number of stochastic-gradient updates...

Mudit Gaur, Prashant Trivedi, Sasidhar Kunapuli et al. · 0 citations

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