Physics-Informed Neural Networks and Beyond: Enforcing Physical Constraints in Quantum Dissipative Dynamics

physics-informed-neural-networks-and-beyond:-enforcing-physical-constraints-in-quantum-dissipative-dynamics

Physics-Informed Neural Networks and Beyond: Enforcing Physical Constraints in Quantum Dissipative Dynamics

Digital Discovery, 2024, Accepted Manuscript
DOI: 10.1039/D4DD00153B, Paper
Open Access Open Access
Creative Commons Licence&nbsp This article is licensed under a Creative Commons Attribution 3.0 Unported Licence.
Arif Ullah, Yu Huang, Ming Yang, Pavlo O. Dral
Neural networks (NNs) accelerate simulations of quantum dissipative dynamics. Ensuring that these simulations adhere to fundamental physical laws is crucial, but has been largely ignored in the state-of-the-art NN approaches….
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