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20192026
most citedRobust and interpretable blind image denoising via bias-free convolutional neural networks

34 citations · 52 across the 10 of their papers we have counts for

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q-bio.NC2026

Toward a mechanistic understanding of inference in visual cortex and diffusion models

Zeyu Yun, Alexander Belsten, Dasheng Bi +3

We describe a model of perceptual inference in primary visual cortex (V1) equivalent to a minimal diffusion model whose function can be readily understood from its parameters. The…

cs.LG2026

Blind denoising diffusion models and the blessings of dimensionality

Zahra Kadkhodaie, Aram-Alexandre Pooladian, Sinho Chewi +1

Denoising diffusion models (DDMs) are state-of-the-art methods for learning densities from data across numerous domains, yet many aspects of the training and sampling pipeline rema…