"consistency models" Papers

19 papers found

Adaptive Discretization for Consistency Models

Jiayu Bai, Zhanbo Feng, Zhijie Deng et al.

NEURIPS 2025arXiv:2510.17266
1
citations

Align Your Flow: Scaling Continuous-Time Flow Map Distillation

Amirmojtaba Sabour, Sanja Fidler, Karsten Kreis

NEURIPS 2025arXiv:2506.14603
38
citations

Curriculum Direct Preference Optimization for Diffusion and Consistency Models

Florinel Croitoru, Vlad Hondru, Radu Tudor Ionescu et al.

CVPR 2025arXiv:2405.13637
24
citations

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

Nicholas Boffi, Michael Albergo, Eric Vanden-Eijnden

NEURIPS 2025arXiv:2505.18825
31
citations

Improved Discretization Complexity Analysis of Consistency Models: Variance Exploding Forward Process and Decay Discretization Scheme

Ruofeng Yang, Bo Jiang, Cheng Chen et al.

ICML 2025
1
citations

Linear Combination of Saved Checkpoints Makes Consistency and Diffusion Models Better

Enshu Liu, Junyi Zhu, Zinan Lin et al.

ICLR 2025arXiv:2404.02241
6
citations

One Step Diffusion via Shortcut Models

Kevin Frans, Danijar Hafner, Sergey Levine et al.

ICLR 2025arXiv:2410.12557
195
citations

Riemannian Consistency Model

Chaoran Cheng, Yusong Wang, Yuxin Chen et al.

NEURIPS 2025arXiv:2510.00983
2
citations

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

Jiahao Zhu, Zixuan Chen, Guangcong Wang et al.

ICCV 2025arXiv:2507.05256
1
citations

SoundCTM: Unifying Score-based and Consistency Models for Full-band Text-to-Sound Generation

Koichi Saito, Dongjun Kim, Takashi Shibuya et al.

ICLR 2025arXiv:2405.18503
10
citations

Truncated Consistency Models

Sangyun Lee, Yilun Xu, Tomas Geffner et al.

ICLR 2025arXiv:2410.14895
15
citations

Accelerating Image Generation with Sub-path Linear Approximation Model

Chen Xu, Tianhui Song, Weixin Feng et al.

ECCV 2024arXiv:2404.13903
15
citations

CCM: Real-Time Controllable Visual Content Creation Using Text-to-Image Consistency Models

Jie Xiao, Kai Zhu, Han Zhang et al.

ICML 2024

CoSIGN: Few-Step Guidance of ConSIstency Model to Solve General INverse Problems

Jiankun Zhao, Bowen Song, Liyue Shen

ECCV 2024arXiv:2407.12676
10
citations

Nearest Neighbour Score Estimators for Diffusion Generative Models

Matthew Niedoba, Dylan Green, Saeid Naderiparizi et al.

ICML 2024arXiv:2402.08018
7
citations

Sampling is as easy as keeping the consistency: convergence guarantee for Consistency Models

Junlong Lyu, Zhitang Chen, Shoubo Feng

ICML 2024

SMaRt: Improving GANs with Score Matching Regularity

Mengfei Xia, Yujun Shen, Ceyuan Yang et al.

ICML 2024arXiv:2311.18208
8
citations

Theory of Consistency Diffusion Models: Distribution Estimation Meets Fast Sampling

Zehao Dou, Minshuo Chen, Mengdi Wang et al.

ICML 2024

ZoLA: Zero-Shot Creative Long Animation Generation with Short Video Model

Fu-Yun Wang, Zhaoyang Huang, Qiang Ma et al.

ECCV 2024
9
citations