Improving Quantum Gate Fidelity with Universal Differential Equations

Executive Summary

This project will improve the error rate of logical gates on supercomputing quantum devices by augmenting the quantum dynamical model with a data-driven approach based on universal differential equations. This will enable co-design of quantum hardware and control techniques to provide accurate simulation and optimization of many-body quantum systems.

Publications, Presentations, and Patents

Peter Sentz, Stefanie Guenther, and Brendan Keith, “Learning Thermodynamically Consistent Quantum Master Equations” (Presentation, ICERM Conference on Mathematical and Scientific Machine Learning, Providence, RI, 2023).