2025 "consistency models" Papers

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Adaptive Discretization for Consistency Models

Jiayu Bai, Zhanbo Feng, Zhijie Deng et al.

NeurIPS 2025posterarXiv:2510.17266

How to build a consistency model: Learning flow maps via self-distillation

Nicholas Boffi, Michael Albergo, Eric Vanden-Eijnden

NeurIPS 2025posterarXiv:2505.18825

Linear Combination of Saved Checkpoints Makes Consistency and Diffusion Models Better

Enshu Liu, Junyi Zhu, Zinan Lin et al.

ICLR 2025posterarXiv:2404.02241

One Step Diffusion via Shortcut Models

Kevin Frans, Danijar Hafner, Sergey Levine et al.

ICLR 2025posterarXiv:2410.12557

SegmentDreamer: Towards High-fidelity Text-to-3D Synthesis with Segmented Consistency Trajectory Distillation

Jiahao Zhu, Zixuan Chen, Guangcong Wang et al.

ICCV 2025posterarXiv:2507.05256

Truncated Consistency Models

Sangyun Lee, Yilun Xu, Tomas Geffner et al.

ICLR 2025posterarXiv:2410.14895