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Generalized resampled importance sampling: Foundations of ReSTIR.ACM Trans- actions on Graphics (Proc

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2026 3

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Variance Reduction for Expectations with Diffusion Teachers

cs.LG · 2026-05-20 · unverdicted · novelty 6.0 · 2 refs

CARV amortizes upstream diffusion teacher costs over noise resamples with timestep importance sampling and stratified-inverse-CDF sampling, delivering 2-3x effective compute gains in text-to-3D experiments and order-of-magnitude variance cuts in single-step distillation.

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