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cs.LG2026
End-to-End Guarantees for Masked Diffusion Models under Conditional Mixing
Fareed Sheriff
Masked diffusion models train a denoiser on masked cross-entropy and generate by unmasking many positions in parallel. Existing MDM sampling bounds assume an exact denoiser or leav…
cs.LG2023
PartitionVAE -- a human-interpretable VAE
Fareed Sheriff, Sameer Pai
VAEs, or variational autoencoders, are autoencoders that explicitly learn the distribution of the input image space rather than assuming no prior information about the distribution…