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cond-mat.mtrl-sci2026
Local Response Theory of Electrified Interfaces from Screened Effective Charges
Nicolas G. Hörmann, Nicolas Bergmann, Karsten Reuter
First-principles, electronic-structure simulations provide direct access to ground-state, global system properties. In the context of computational electrochemistry these are, e.g.…
cond-mat.mtrl-sci2025★ 1 cited
Machine Learning the Energetics of Electrified Solid/Liquid Interfaces
Nicolas Bergmann, Nicéphore Bonnet, Nicola Marzari +2
We present a response-augmented machine learning (ML) approach to the energetics of electrified metal surfaces. We leverage local descriptors to learn the work function as the firs…