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PET-MAD as a lightweight universal interatomic potential for advanced materials modeling.

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Title: PET-MAD as a lightweight universal interatomic potential for advanced materials modeling.
Authors: Mazitov A; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland. arslan.mazitov@epfl.ch., Bigi F; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland., Kellner M; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland., Pegolo P; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland., Tisi D; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland., Fraux G; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland., Pozdnyakov S; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland., Loche P; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland., Ceriotti M; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland. michele.ceriotti@epfl.ch.
Source: Nature communications [Nat Commun] 2025 Nov 27; Vol. 16 (1), pp. 10653. Date of Electronic Publication: 2025 Nov 27.
Publication Type: Journal Article
Journal Info: Publisher: Nature Pub. Group Country of Publication: England NLM ID: 101528555 Publication Model: Electronic Cited Medium: Internet ISSN: 2041-1723 (Electronic) Linking ISSN: 20411723 NLM ISO Abbreviation: Nat Commun Subsets: MEDLINE; PubMed not MEDLINE
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  Data: PET-MAD as a lightweight universal interatomic potential for advanced materials modeling.
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  Data: <searchLink fieldCode="AU" term="%22Mazitov+A%22">Mazitov A</searchLink>; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland. arslan.mazitov@epfl.ch.<br /><searchLink fieldCode="AU" term="%22Bigi+F%22">Bigi F</searchLink>; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.<br /><searchLink fieldCode="AU" term="%22Kellner+M%22">Kellner M</searchLink>; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.<br /><searchLink fieldCode="AU" term="%22Pegolo+P%22">Pegolo P</searchLink>; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.<br /><searchLink fieldCode="AU" term="%22Tisi+D%22">Tisi D</searchLink>; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.<br /><searchLink fieldCode="AU" term="%22Fraux+G%22">Fraux G</searchLink>; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.<br /><searchLink fieldCode="AU" term="%22Pozdnyakov+S%22">Pozdnyakov S</searchLink>; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.<br /><searchLink fieldCode="AU" term="%22Loche+P%22">Loche P</searchLink>; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland.<br /><searchLink fieldCode="AU" term="%22Ceriotti+M%22">Ceriotti M</searchLink>; Laboratory of Computational Science and Modeling, Institut des Matériaux, École Polytechnique Fédérale de Lausanne, Lausanne, Switzerland. michele.ceriotti@epfl.ch.
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  Data: <searchLink fieldCode="JN" term="%22101528555%22">Nature communications</searchLink> [Nat Commun] 2025 Nov 27; Vol. 16 (1), pp. 10653. <i>Date of Electronic Publication: </i>2025 Nov 27.
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              Text: 2025 Nov 27
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