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141282423564 · Jun 202019922001200920172026
← all fields·1 paper on posterior sampling in Statistical ML · 1 day

A new algorithm improves posterior sampling for linear inverse problems.

problem Efficiently sampling from posterior distributions in noisy linear inverse problems.
method Proposes \pddim, a DDIM-type sampler that separately samples along singular directions of the measurement operator.
result The method converges to the Bayesian posterior conditioned on the measurements.