Search Results for author: Kevin K. Huguenin-Dumittan

Found 2 papers, 0 papers with code

Physics-inspired Equivariant Descriptors of Non-bonded Interactions

no code implementations25 Aug 2023 Kevin K. Huguenin-Dumittan, Philip Loche, Ni Haoran, Michele Ceriotti

One essential ingredient in many machine learning (ML) based methods for atomistic modeling of materials and molecules is the use of locality.

Completeness of Atomic Structure Representations

no code implementations28 Feb 2023 Jigyasa Nigam, Sergey N. Pozdnyakov, Kevin K. Huguenin-Dumittan, Michele Ceriotti

In this paper, we address the challenge of obtaining a comprehensive and symmetric representation of point particle groups, such as atoms in a molecule, which is crucial in physics and theoretical chemistry.

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