Search Results for author: Daniele Venturi

Found 4 papers, 1 papers with code

Watermarks in the Sand: Impossibility of Strong Watermarking for Generative Models

1 code implementation7 Nov 2023 HANLIN ZHANG, Benjamin L. Edelman, Danilo Francati, Daniele Venturi, Giuseppe Ateniese, Boaz Barak

To prove this result, we introduce a generic efficient watermark attack; the attacker is not required to know the private key of the scheme or even which scheme is used.

The Mori-Zwanzig formulation of deep learning

no code implementations12 Sep 2022 Daniele Venturi, Xiantao Li

We develop a new formulation of deep learning based on the Mori-Zwanzig (MZ) formalism of irreversible statistical mechanics.

Improving neural network predictions of material properties with limited data using transfer learning

no code implementations29 Jun 2020 Schuyler Krawczuk, Daniele Venturi

We develop new transfer learning algorithms to accelerate prediction of material properties from ab initio simulations based on density functional theory (DFT).

Transfer Learning

Density Propagation with Characteristics-based Deep Learning

no code implementations21 Nov 2019 Tenavi Nakamura-Zimmerer, Daniele Venturi, Qi Gong, Wei Kang

Uncertainty propagation in nonlinear dynamic systems remains an outstanding problem in scientific computing and control.

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