The Noise-Transmission Burden of Diffusion Network: Why Image Prediction Can Outperform Noise Prediction
arXiv:2610.34834v1 Announce Type: new Abstract: Clean-image prediction ($x$-prediction) and noise prediction yield equivalent population-optimal denoisers, yet can perform very differently in finite diffusion networks. For noisy input $Y_t$ with noise standard deviation $\sigma_t$, a noise predicto…
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- 2026-10-27 04:00 · arXiv stat.ML
The Noise-Transmission Burden of Diffusion Network: Why Image Prediction Can Outperform Noise Prediction