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Simple Self-Conditioning Adaptation for Masked Diffusion Models

arXiv:2604.26985v2 Announce Type: replace Abstract: Masked diffusion models (MDMs) generate discrete sequences by iterative denoising under an absorbing masking process. In standard masked diffusion, if a token remains masked after a reverse update, the model discards its clean-state prediction for that position. Thus, still-masked positions must be repeatedly inferred from the mask token alone.

arXiv CS 1d ago