SMLQC seminar by Arif Ullah, February 2, 2023

The very first SMLQC seminar will be given by Arif Ullah on Feb. 2, 2023 (15:00 Paris | 22:00 Beijing | 09:00 New York).


Quantum Dissipative Dynamics with Machine Learning


In this talk, I will present our work on Machine Learning-based Quantum Dissipative Dynamics methods such as AIQD[1] and OSTL[2]. I will also talk about our recently released MLQD package (GitHub) and  QD3SET-1 (GitHub) database. The talk will be followed by a tutorial demonstrating the applicability of our methods on our MLatom@XACS cloud computing platform.


  1. Arif Ullah*, Pavlo O. Dral*, Predicting the future of excitation energy transfer in light-harvesting complex with artificial intelligence-based quantum dynamicsNat. Commun. 202213, 1930. DOI: 10.1038/s41467-022-29621-w. (blog post)
  2. Arif Ullah*, Pavlo O. Dral*, One-shot trajectory learning of open quantum systems dynamics, J. Phys. Chem. Lett. 202213, 6037–6041. DOI: | (blog post
Arif Ullah | Quantum Dissipative Dynamics with Machine Learning | Lecture
Arif Ullah | Quantum Dissipative Dynamics with Machine Learning | Tutorial