Author

Giulio Franzese

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Preprint Jul 2026

From Atoms to Entropy: Optimal Noise Allocation for Diffusion Training in the Convex Regime

A general statistical framework for studying asymptotically optimal noise-level allocation in diffusion training and an idealized independent-learner regime, intended to model temporal specialization in neural networks are developed.

Luca Ambrogioni, Giulio Franzese, Alberto Foresti et al. · 2 citations