Predicting Open Quantum Dynamics with Data-Informed Quantum-Classical Dynamics

Author(s): Pinchen Xie, Ke Wang, Anupam Mitra, Yuanran Zhu, Xiantao Li, Wibe Albert de Jong, and Chao Yang We introduce a data-informed quantum-classical dynamics (DIQCD) approach for predicting the evolution of an open quantum system. The equation of motion in DIQCD is a Lindblad equation with a flexible, time-dependent Hamiltonian that can be optimized to fit sparse and noisy data from local observatio… [Phys. Rev. Lett. 136, 010402] Published Fri Jan 09, 2026