Operator-level quantum acceleration of non-logconcave sampling

Proceedings of the National Academy of Sciences, Volume 123, Number 8, February 2026.
ImportanceSampling from Gibbs distributions under continuous, often non-convex, potentials constitutes a fundamental challenge, hampering classical methods such as Langevin dynamics. Existing quantum approaches mainly rely on quantum walks to…