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Daniele Venturi

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#machine learning Open access Jan 2026

Holographic generative flows with AdS/CFT

This work builds Generative AdS, an approach to generative flow matching in which the dynamics are represented by the evolution of fields in AdS, together with a residual correction learned by a neural network.

Ehsan Mirafzali, Sanjit Shashi, S. Murdeshwar et al. · 0 citations
Preprint Aug 2026

Uncertainty propagation in auto-regressive random neural network models

Analytical and particle-based methods for uncertainty propagation in random neural network models, where both the inputs and network parameters are allowed to be random, are developed and extended to autonomous dynamical systems whose one-step evolution map is represented by a random neural network.

J. Adams, Daniele Venturi · 0 citations

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