1 code implementation • 5 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.
1 code implementation • 31 Mar 2022 • Mario Krenn, Qianxiang Ai, Senja Barthel, Nessa Carson, Angelo Frei, Nathan C. Frey, Pascal Friederich, Théophile Gaudin, Alberto Alexander Gayle, Kevin Maik Jablonka, Rafael F. Lameiro, Dominik Lemm, Alston Lo, Seyed Mohamad Moosavi, José Manuel Nápoles-Duarte, AkshatKumar Nigam, Robert Pollice, Kohulan Rajan, Ulrich Schatzschneider, Philippe Schwaller, Marta Skreta, Berend Smit, Felix Strieth-Kalthoff, Chong Sun, Gary Tom, Guido Falk von Rudorff, Andrew Wang, Andrew White, Adamo Young, Rose Yu, Alán Aspuru-Guzik
We hope that these proposals will inspire several follow-up works exploiting the full potential of molecular string representations for the future of AI in chemistry and materials science.
no code implementations • 4 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
no code implementations • 6 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
no code implementations • 30 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
1 code implementation • 29 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
no code implementations • 15 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
no code implementations • 5 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