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Gradient-free Riemannian Langevin Sampler

cs.LG · 2026-07-08 · conditional · novelty 6.0

GRiLS is a gradient-free MCMC proposal derived via a Lamperti transform of Riemannian Langevin dynamics, using a Gaussian approximation of the target to enable mode-hopping without gradient evaluations.

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  • Gradient-free Riemannian Langevin Sampler cs.LG · 2026-07-08 · conditional · none · ref 3

    GRiLS is a gradient-free MCMC proposal derived via a Lamperti transform of Riemannian Langevin dynamics, using a Gaussian approximation of the target to enable mode-hopping without gradient evaluations.