Department of Physics, University of Illinois, Urbana-Champaign, Urbana, IL 61801, USA; Illinois Quantum Information Science and Technology Center; Illinois Center for Advanced Studies of the Universe; Department of Physics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Center for Theoretical Physics, Massachusetts Institute of Technology, Cambridge, MA 02139, USA; Department of Physics, Harvard University, Cambridge, MA 02138, USA; The NSF AI Institute for Artificial Intelligence and Fundamental Interactions; Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology, Cambridge, MA 02139, USA
Di Luo, Jiayu Shen, Rumen Dangovski, Marin Soljacic
Koopman operator;quantum optimization;machine learning
QuACK: Accelerating Gradient-Based Quantum Optimization with Koopman Operator Learning