People

Research Fellow

Vitalii Kapitan

Title

Research Fellow

Designation

Research Assistant Professor

Degree

PhD

Research Interests

Combining HPC, ML, and numerical methods to address problems in Computational Physics and related sciences.

Selected Publications

  1. V. Kapitan and M. Choi, Adaptive gradient scaling: integrating Adam and landscape modification for protein structure prediction // BMC Bioinformatics, 26(1), 1-35 (2025).
  2. D. Kapitan, A. Korol, E. Vasiliev, P. Ovchinnikov, A. Rybin, … and V. Kapitan, Application of machine learning in solid state physics // In Solid State Physics, 74, 1-65 (2023).
  3. Y. Shevchenko, V. Strongin, V. Kapitan, … and K.Nefedev, Order and disorder, crossovers, and phase transitions in dipolar artificial spin ice on the Cairo lattice // Physical Review E, 106(6), 064105 (2022).
    P. Andriushchenko, D. Kapitan, and V. Kapitan, A new look at the spin glass problem from a deep learning perspective // Entropy, 24(5), 697 (2022).
  4. A. Korol, V. Kapitan, A. Perzhu, … and K. Soldatov, Calculation of the ground states of spin glasses using a Restricted Boltzmann Machine // JETP Letters, 115(8), 466-470 (2022).