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On the Error-Correcting Effects of Stochasticity in Discrete Diffusion

cs.LG · 2026-05-26 · conditional · novelty 6.0

Stochasticity in discrete diffusion transitions induces error correction via redundant symmetric mass exchanges that provably contract sampling errors, enabling DCRS to improve speed-quality tradeoffs with fewer function evaluations on image and language tasks.

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  • On the Error-Correcting Effects of Stochasticity in Discrete Diffusion cs.LG · 2026-05-26 · conditional · none · ref 35

    Stochasticity in discrete diffusion transitions induces error correction via redundant symmetric mass exchanges that provably contract sampling errors, enabling DCRS to improve speed-quality tradeoffs with fewer function evaluations on image and language tasks.