Exploring ways to accelerate quantum dynamics calculations with machine learning and combine quantum computing with machine learning for interesting applications.
Selected Publications
R.A. Vargas-Hernández, J. Sous, M. Berciu, R.V. Krems, Extrapolating Quantum Observables With Machine Learning: Inferring Multiple Phase Transitions From Properties Of A Single Phase, Phys. Rev. Lett.121, 255702 (2018).
J. Sous, M. Chakraborty, R.V. Krems, M. Berciu, Light Bipolarons Stabilized By Peierls Electron-Phonon Coupling, Phys. Rev. Lett. 121, 247001 (2018).
J. Huang, S. Liu, D.H. Zhang, R.V. Krems, Time-Dependent Wave Packet Dynamics Calculations Of Cross Sections For Ultracold Scattering Of Molecules, Phys. Rev. Lett.120, 143401 (2018).
J. Cui, R.V. Krems, Gaussian Process Model For Collision Dynamics Of Complex Molecules, Phys. Rev. Lett. 115, 073202 (2015).
T.V. Tscherbul, R.V. Krems, Tuning Bimolecular Chemical Reactions By Electric Fields, Phys. Rev. Lett. 115, 023201 (2015).
