"one-step generation" Papers

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Adaptive Discretization for Consistency Models

Jiayu Bai, Zhanbo Feng, Zhijie Deng et al.

NEURIPS 2025arXiv:2510.17266
1
citations

Distribution Backtracking Builds A Faster Convergence Trajectory for Diffusion Distillation

Shengyuan Zhang, Ling Yang, Zejian Li et al.

ICLR 2025arXiv:2408.15991
1
citations

Guided Score identity Distillation for Data-Free One-Step Text-to-Image Generation

Mingyuan Zhou, Zhendong Wang, Huangjie Zheng et al.

ICLR 2025arXiv:2406.01561
4
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

InstantPortrait: One-Step Portrait Editing via Diffusion Multi-Objective Distillation

Zhixin Lai, Keqiang Sun, Fu-Yun Wang et al.

ICLR 2025
2
citations

On Efficiency-Effectiveness Trade-off of Diffusion-based Recommenders

Wenyu Mao, Jiancan Wu, Guoqing Hu et al.

NEURIPS 2025oralarXiv:2510.17245

OSV: One Step is Enough for High-Quality Image to Video Generation

Xiaofeng Mao, Zhengkai Jiang, Fu-Yun Wang et al.

CVPR 2025arXiv:2409.11367
23
citations

TARFVAE: Efficient One-Step Generative Time Series Forecasting via TARFLOW based VAE

Jiawen Wei, jiang lan, Pengbo Wei et al.

NEURIPS 2025arXiv:2511.22853

Truncated Consistency Models

Sangyun Lee, Yilun Xu, Tomas Geffner et al.

ICLR 2025arXiv:2410.14895
15
citations

Uni-Instruct: One-step Diffusion Model through Unified Diffusion Divergence Instruction

Yifei Wang, Weimin Bai, colin zhang et al.

NEURIPS 2025arXiv:2505.20755
5
citations

You Only Sample Once: Taming One-Step Text-to-Image Synthesis by Self-Cooperative Diffusion GANs

Yihong Luo, Xiaolong Chen, Xinghua Qu et al.

ICLR 2025arXiv:2403.12931
20
citations

One-step Diffusion with Distribution Matching Distillation

Tianwei Yin, Michaël Gharbi, Richard Zhang et al.

CVPR 2024arXiv:2311.18828
579
citations

Score identity Distillation: Exponentially Fast Distillation of Pretrained Diffusion Models for One-Step Generation

Mingyuan Zhou, Huangjie Zheng, Zhendong Wang et al.

ICML 2024arXiv:2404.04057
154
citations