Search Results for author: Guido Falk von Rudorff

Found 8 papers, 3 papers with code

Encrypted machine learning of molecular quantum properties

1 code implementation5 Dec 2022 Jan Weinreich, Guido Falk von Rudorff, O. Anatole von Lilienfeld

However, we find that encrypted predictions using kernel ridge regression models are a million times more expensive than without encryption.

Federated Learning molecular representation

Machine learning based energy-free structure predictions of molecules (closed and open-shell), transition states, and solids

no code implementations4 Feb 2021 Dominik Lemm, Guido Falk von Rudorff, O. Anatole von Lilienfeld

The computational prediction of atomistic structure is a long-standing problem in physics, chemistry, materials, and biology.

Chemical Physics

Simplifying inverse material design problems for fixed lattices with alchemical chirality

no code implementations6 Aug 2020 Guido Falk von Rudorff, O. Anatole von Lilienfeld

Massive brute-force compute campaigns relying on demanding ab initio calculations routinely search for novel materials in chemical compound space, the vast virtual set of all conceivable stable combinations of elements and structural configurations which form matter.

Chemical Physics

Effects of perturbation order and basis set on alchemical predictions

no code implementations30 Jul 2020 Giorgio Domenichini, Guido Falk von Rudorff, O. Anatole von Lilienfeld

Alchemical perturbation density functional theory has been shown to be an efficient and computationally inexpensive way to explore chemical compound space.

Chemical Physics

Rapid and accurate molecular deprotonation energies from quantum alchemy

1 code implementation29 Nov 2019 Guido Falk von Rudorff, O. Anatole von Lilienfeld

We assess the applicability of Alchemical Perturbation Density Functional Theory (APDFT) for quickly and accurately estimating deprotonation energies.

Chemical Physics

Atoms in molecules from alchemical perturbation density functional theory

no code implementations15 Jul 2019 Guido Falk von Rudorff, O. Anatole von Lilienfeld

Based on thermodynamic integration we introduce atoms in molecules (AIM) using the orbital-free framework of alchemical perturbation density functional theory (APDFT).

Chemical Physics

Alchemical perturbation density functional theory (APDFT)

no code implementations5 Sep 2018 Guido Falk von Rudorff, O. Anatole von Lilienfeld

We introduce an orbital free electron density functional approximation based on alchemical perturbation theory.

Chemical Physics

Cannot find the paper you are looking for? You can Submit a new open access paper.