7 citations · 7 across the 4 of their papers we have counts for
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cond-mat.mtrl-sci2023★ 7 cited
Bayesian inference of composition-dependent phase diagrams
Timofei Miryashkin, Olga Klimanova, Vladimir Ladygin +1
Phase diagrams serve as a highly informative tool for materials design, encapsulating information about the phases that a material can manifest under specific conditions. In this w…
cond-mat.mtrl-sci2023
Accurate melting point prediction through autonomous physics-informed learning
Olga Klimanova, Timofei Miryashkin, Alexander Shapeev
We present an algorithm for computing melting points by autonomously learning from coexistence simulations in the NPT ensemble. Given the interatomic interaction model, the method…