Philip Loche

École Polytechnique Fédérale de Lausanne — Switzerland

Physics and Astronomy · Physical Sciences

15h-index1.2kcitations40works5.42yr avg
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Research Topics

Spectroscopy and Quantum Chemical Studies(20), Electrostatics and Colloid Interactions(12), Nanopore and Nanochannel Transport Studies(7), Machine Learning in Materials Science(7), Protein Structure and Dynamics(4)

Publications40 total

PET-MAD as a lightweight universal interatomic potential for advanced materials modeling
Nature Communications·2025· 14 citedOpen Access
Metatensor and metatomic: foundational libraries for interoperable atomistic machine learning
arXiv (Cornell University)·2025Open Access
Learning Long-Range Representations with Equivariant Messages
arXiv (Cornell University)·2025Open Access
Dielectric Properties of Aqueous Electrolytes at the Nanoscale
Physical Review Letters·2025· 7 citedOpen Access
Fast and flexible long-range models for atomistic machine learning
The Journal of Chemical Physics·2025· 14 citedOpen Access
Water cavitation results from the kinetic competition of bulk, surface, and surface-defect nucleation events
Physics of Fluids·2025· 5 citedOpen Access
Fast and flexible long-range models for atomistic machine learning
arXiv (Cornell University)·2024· 2 citedOpen Access
Water cavitation results from the kinetic competition of bulk, surface and surface-defect nucleation events
arXiv (Cornell University)·2024· 1 citedOpen Access
Prediction rigidities for data-driven chemistry
Faraday Discussions·2024· 8 citedOpen Access
Force field for halide and alkali ions in water based on single-ion and ion-pair thermodynamic properties for a wide range of concentrations
The Journal of Chemical Physics·2024· 3 citedOpen Access
Multiscale Modeling of Aqueous Electric Double Layers
Chemical Reviews·2023· 74 citedOpen Access
Revealing the Formation Dynamics of Janus Polymer Particles: Insights from Experiments and Molecular Dynamics
Journal of Chemical Information and Modeling·2023· 4 citedOpen Access
Physics-Inspired Equivariant Descriptors of Nonbonded Interactions
The Journal of Physical Chemistry Letters·2023· 31 citedOpen Access
Revealing the Formation Dynamics of Janus Polymer Particles: Insights from Experiments and Molecular Dynamics.
2023· 1 citedOpen Access
scikit-matter : A Suite of Generalisable Machine Learning Methods Born out of Chemistry and Materials Science
Open Research Europe·2023· 11 citedOpen Access
Physics-inspired Equivariant Descriptors of Non-bonded Interactions
arXiv (Cornell University)·2023Open Access
scikit-matter : A Suite of Generalisable Machine Learning Methods Born out of Chemistry and Materials Science
Open Research Europe·2023· 8 citedOpen Access
Dielectric properties of aqueous electrolytes at the nanoscale
arXiv (Cornell University)·2023· 4 citedOpen Access
Electrokinetic, electrochemical, and electrostatic surface potentials of the pristine water liquid–vapor interface
The Journal of Chemical Physics·2022· 26 citedOpen Access
Effects of surface rigidity and metallicity on dielectric properties and ion interactions at aqueous hydrophobic interfaces
The Journal of Chemical Physics·2022· 12 citedOpen Access
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Frequent Co-authors

Roland R. Netz(24), Douwe Jan Bonthuis(15), Michele Ceriotti(10), Alexander Schlaich(6), Emanuel Schneck(5), Martin Wolf(4), Amanuel Wolde-Kidan(4), Yuki Uematsu(4), Kevin K. Huguenin-Dumittan(4), Marcel F. Langer(4), Guillaume Fraux(4), Cihan Ayaz(3), Maximilian Becker(3), Matej Kanduč(3), Egor Rumiantsev(3), Matthias Kellner(3), Alexander Goscinski(3), Hossam Elgabarty(3), Tobias Kampfrath(3), Vasileios Balos(3)