"masked diffusion models" Papers

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Accelerated Sampling from Masked Diffusion Models via Entropy Bounded Unmasking

Heli Ben-Hamu, Itai Gat, Daniel Severo et al.

NeurIPS 2025posterarXiv:2505.24857
40
citations

Adaptive Classifier-Free Guidance via Dynamic Low-Confidence Masking

Pengxiang Li, Shilin Yan, Jiayin Cai et al.

NeurIPS 2025posterarXiv:2505.20199
12
citations

Diffusion Beats Autoregressive in Data-Constrained Settings

Mihir Prabhudesai, Mengning Wu, Amir Zadeh et al.

NeurIPS 2025posterarXiv:2507.15857
24
citations

KLASS: KL-Guided Fast Inference in Masked Diffusion Models

Seo Hyun Kim, Sunwoo Hong, Hojung Jung et al.

NeurIPS 2025spotlightarXiv:2511.05664

Scaling up Masked Diffusion Models on Text

Shen Nie, Fengqi Zhu, Chao Du et al.

ICLR 2025oralarXiv:2410.18514
110
citations

Steering Masked Discrete Diffusion Models via Discrete Denoising Posterior Prediction

Jarrid Rector-Brooks, Mohsin Hasan, Zhangzhi Peng et al.

ICLR 2025posterarXiv:2410.08134
23
citations