"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 2025arXiv:2505.24857
54
citations

Adaptive Classifier-Free Guidance via Dynamic Low-Confidence Masking

Pengxiang Li, Shilin Yan, Jiayin Cai et al.

NEURIPS 2025arXiv:2505.20199
14
citations

Diffusion Beats Autoregressive in Data-Constrained Settings

Mihir Prabhudesai, Mengning Wu, Amir Zadeh et al.

NEURIPS 2025arXiv:2507.15857
26
citations

KLASS: KL-Guided Fast Inference in Masked Diffusion Models

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

NEURIPS 2025spotlightarXiv:2511.05664
6
citations

Masked Diffusion Models as Energy Minimization

Sitong Chen, Shen Nie, Jiacheng Sun et al.

NEURIPS 2025arXiv:2509.13866
1
citations

MDNS: Masked Diffusion Neural Sampler via Stochastic Optimal Control

Yuchen Zhu, Wei Guo, Jaemoo Choi et al.

NEURIPS 2025arXiv:2508.10684
15
citations

Scaling up Masked Diffusion Models on Text

Shen Nie, Fengqi Zhu, Chao Du et al.

ICLR 2025oralarXiv:2410.18514
124
citations

SPMDM: Enhancing Masked Diffusion Models through Simplifing Sampling Path

Yichen Zhu, Weiyu Chen, James Kwok et al.

NEURIPS 2025

Steering Masked Discrete Diffusion Models via Discrete Denoising Posterior Prediction

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

ICLR 2025arXiv:2410.08134
27
citations