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Quantum Generalizations of Glauber and Metropolis Dynamics

Institute for Pure & Applied Mathematics (IPAM) via YouTube

Overview

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Explore quantum generalizations of classical Glauber and Metropolis dynamics in this 49-minute conference talk from IPAM's New Frontiers in Quantum Algorithms for Open Quantum Systems Workshop. Learn about a novel continuous-time Lindbladian construction that achieves quasi-local and detailed-balanced dynamics while maintaining fast mixing properties for high-temperature lattice Hamiltonians. Discover how this new approach significantly reduces the number of Kraus operators compared to existing methods, making it particularly valuable for numerical studies. Examine the implementation of a custom density matrix renormalization group (DMRG) variant for superoperators that provides numerical evidence of fast mixing in various 1D models including Transverse-field Ising and Heisenberg XXZ systems, even at lower temperatures. Understand the development of discrete-time quantum channel variants of existing continuous-time detailed-balanced Lindbladian constructions and their fast mixing properties at high temperatures. Review preliminary resource estimates that confirm the algorithmic efficiency of these quantum sampling methods and their potential for practical implementation in quantum computing applications.

Syllabus

Andras Gilyen - Quantum generalizations of Glauber and Metropolis dynamics - IPAM at UCLA

Taught by

Institute for Pure & Applied Mathematics (IPAM)

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