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Sergey N. Pozdnyakov

École Polytechnique Fédérale de Lausanne

9H-index
16Paper Count
456Citation Count
Published Papers 9
Publication Date
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PET-MAD as a lightweight universal interatomic potential for advanced materials modeling
errNature Communications
IF15.7
err2025-11-27
err0
errOAAI
errArslan Mazitov; Filippo Bigi; Matthias Kellner; Paolo Pegolo; Davide Tisi; Guillaume Fraux; Sergey Pozdnyakov; Philip Loche; Michele Ceriotti
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Probing the effects of broken symmetries in machine learning
errMACHINE LEARNING-SCIENCE AND TECHNOLOGY
IF4.6
err2024-10-29
err1
errOAAI
errLanger, Marcel F.; Pozdnyakov, Sergey N.; Ceriotti, Michele
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errSave
Wigner kernels: Body-ordered equivariant machine learning without a basis
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2024-07-26
err2
errOAAI
errBigi, Filippo; Pozdnyakov, Sergey N.; Ceriotti, Michele
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Fast general two- and three-body interatomic potential
errPHYSICAL REVIEW B
IF3.7
err2023-03-30
err4
errOAAI
errPozdnyakov, Sergey; Oganov, Artem R.; Mazhnik, Efim; Mazitov, Arslan; Kruglov, Ivan
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Incompleteness of graph neural networks for points clouds in three dimensions
errMACHINE LEARNING-SCIENCE AND TECHNOLOGY
IF4.6
err2022-11-25
err12
errOAAI
errPozdnyakov, Sergey N.; Ceriotti, Michele
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errSave
Comment on Manifolds of quasi-constant SOAP and ACSF fingerprints and the resulting failure to machine learn four-body interactions [J. Chem. Phys. 156, 034302 (2022)]
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2022-11-02
err5
errOAAI
errPozdnyakov, Sergey N. N.; Willatt, Michael J. J.; Bartok, Albert P. P.; Ortner, Christoph; Csanyi, Gabor; Ceriotti, Michele
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errSave
Unified theory of atom-centered representations and message-passing machine-learning schemes
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2022-05-26
err26
errOAAI
errNigam, Jigyasa; Pozdnyakov, Sergey; Fraux, Guillaume; Ceriotti, Michele
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errSave
Optimal radial basis for density-based atomic representations
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2021-09-09
err20
errOAAI
errGoscinski, Alexander; Musil, Felix; Pozdnyakov, Sergey; Nigam, Jigyasa; Ceriotti, Michele
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errSave
Recursive evaluation and iterative contraction of N-body equivariant features
errJOURNAL OF CHEMICAL PHYSICS
IF3.1
err2020-09-22
err66
errOAAI
errNigam, Jigyasa; Pozdnyakov, Sergey; Ceriotti, Michele
errShare
errSave

Research Directions

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Co-authors
Cooperation Journals
A
Artem R. Oganov
H-index: 85 · Papers: 605
G
Gábor Cśanyi
H-index: 72 · Papers: 318
M
Michele Ceriotti
H-index: 62 · Papers: 416
C
Christoph Ortner
H-index: 37 · Papers: 245
A
Albert P. Bartók
H-index: 29 · Papers: 89
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