TIPreL uses a time- and position-dependent preconditioner in Langevin dynamics to address both global mode coverage and local exploration, with convergence proven in Wasserstein-2 distance under extended conditions.
Posterior-variance–based error quantification for inverse problems in imaging.SIAM Journal on Imaging Sciences, 17(1):301–333
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Time-Inhomogeneous Preconditioned Langevin Dynamics
TIPreL uses a time- and position-dependent preconditioner in Langevin dynamics to address both global mode coverage and local exploration, with convergence proven in Wasserstein-2 distance under extended conditions.