2025 "sampling acceleration" Papers

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Accelerating Diffusion Sampling via Exploiting Local Transition Coherence

shangwen zhu, Han Zhang, Zhantao Yang et al.

ICCV 2025posterarXiv:2503.09675

Adaptive Stochastic Coefficients for Accelerating Diffusion Sampling

Ruoyu Wang, Beier Zhu, Junzhi Li et al.

NeurIPS 2025posterarXiv:2510.23285

Distribution Backtracking Builds A Faster Convergence Trajectory for Diffusion Distillation

Shengyuan Zhang, Ling Yang, Zejian Li et al.

ICLR 2025posterarXiv:2408.15991

Faster Inference of Flow-Based Generative Models via Improved Data-Noise Coupling

Aram Davtyan, Leello Dadi, Volkan Cevher et al.

ICLR 2025poster

One Step Diffusion via Shortcut Models

Kevin Frans, Danijar Hafner, Sergey Levine et al.

ICLR 2025posterarXiv:2410.12557

PID-controlled Langevin Dynamics for Faster Sampling on Generative Models

Hongyi Chen, Jianhai Shu, Jingtao Ding et al.

NeurIPS 2025posterarXiv:2511.12603

SCoT: Unifying Consistency Models and Rectified Flows via Straight-Consistent Trajectories

zhangkai wu, Xuhui Fan, Hongyu Wu et al.

NeurIPS 2025posterarXiv:2502.16972

Truncated Consistency Models

Sangyun Lee, Yilun Xu, Tomas Geffner et al.

ICLR 2025posterarXiv:2410.14895