Search Results for author: Timofei Miryashkin

Found 2 papers, 0 papers with code

Bayesian inference of composition-dependent phase diagrams

no code implementations3 Sep 2023 Timofei Miryashkin, Olga Klimanova, Vladimir Ladygin, Alexander Shapeev

Phase diagrams serve as a highly informative tool for materials design, encapsulating information about the phases that a material can manifest under specific conditions.

Bayesian Inference

Accurate melting point prediction through autonomous physics-informed learning

no code implementations23 Jun 2023 Olga Klimanova, Timofei Miryashkin, Alexander Shapeev

We present an algorithm for computing melting points by autonomously learning from coexistence simulations in the NPT ensemble.

Decision Making

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