Improved Techniques for Training Consistency Models

22 October 2023

Papers citing "Improved Techniques for Training Consistency Models"

32 / 32 papers shown

Title
Convergence Of Consistency Model With Multistep Sampling Under General Data Assumptions Yiding Chen Yiyi Zhang Owen Oertell Wen Sun DiffM 47 0 0 06 May 2025
Multi-Step Consistency Models: Fast Generation with Theoretical Guarantees Nishant Jain Xunpeng Huang Yian Ma Tong Zhang 36 0 0 02 May 2025
Distilling Two-Timed Flow Models by Separately Matching Initial and Terminal Velocities Pramook Khungurn Pratch Piyawongwisal Sira Sriswadi Supasorn Suwajanakorn 27 0 0 02 May 2025
Integration Flow Models Jingjing Wang Dan Zhang Joshua Luo Yin Yang Feng Luo 83 0 0 28 Apr 2025
Unleashing Vecset Diffusion Model for Fast Shape Generation Zeqiang Lai Yunfei Zhao Zibo Zhao Haolin Liu Fuyun Wang ... Jinwei Huang Yuhong Liu Jie Jiang Chunchao Guo Xiangyu Yue DiffM 105 0 0 20 Mar 2025
Learning Few-Step Diffusion Models by Trajectory Distribution Matching Yihong Luo Tianyang Hu Jiacheng Sun Yujun Cai Jing Tang DiffM 80 1 0 13 Mar 2025
Adding Additional Control to One-Step Diffusion with Joint Distribution Matching Yihong Luo Tianyang Hu Yifan Song Jiacheng Sun Z. Li Jing Tang DiffM 73 1 0 13 Mar 2025
Single-Step Consistent Diffusion Samplers Pascal Jutras-Dubé Patrick Pynadath Ruqi Zhang DiffM 73 0 0 17 Feb 2025
Consistency Training with Physical Constraints Che-Chia Chang Chen-Yang Dai Te-Sheng Lin M. Lai Chieh-Hsin Lai DiffM 50 0 0 11 Feb 2025
Improved Training Technique for Latent Consistency Models Quan Dao Khanh Doan Di Liu Trung Le Dimitris N. Metaxas 60 3 0 03 Feb 2025
TurboHopp: Accelerated Molecule Scaffold Hopping with Consistency Models Kiwoong Yoo Owen Oertell Junhyun Lee Sanghoon Lee Jaewoo Kang 31 0 0 28 Oct 2024
Truncated Consistency Models Sangyun Lee Yilun Xu Tomas Geffner Giulia Fanti Karsten Kreis Arash Vahdat Weili Nie 46 3 0 18 Oct 2024
VideoAgent: Self-Improving Video Generation Achint Soni Sreyas Venkataraman Abhranil Chandra Sebastian Fischmeister Percy Liang Bo Dai Sherry Yang LM&Ro VGen 50 7 0 14 Oct 2024
How to Backdoor Consistency Models? Chengen Wang Murat Kantarcioglu DiffM AAML 115 1 0 14 Oct 2024
Distillation of Discrete Diffusion through Dimensional Correlations Satoshi Hayakawa Yuhta Takida Masaaki Imaizumi Hiromi Wakaki Yuki Mitsufuji DiffM 56 0 0 11 Oct 2024
OSV: One Step is Enough for High-Quality Image to Video Generation Xiaofeng Mao Zhengkai Jiang Fu-Yun Wang Wenbing Zhu Hao Chen Mingmin Chi Yabiao Wang Wenhan Luo DiffM VGen 72 7 0 17 Sep 2024
Adaptive Planning with Generative Models under Uncertainty Pascal Jutras-Dubé Ruqi Zhang Aniket Bera 21 2 0 02 Aug 2024
Physics-Inspired Generative Models in Medical Imaging: A Review Dennis Hein Afshin Bozorgpour Dorit Merhof Ge Wang DiffM MedIm AI4CE 29 0 0 15 Jul 2024
BiKC: Keypose-Conditioned Consistency Policy for Bimanual Robotic Manipulation Dongjie Yu Hang Xu Yizhou Chen Yi Ren Jia Pan 28 3 0 14 Jun 2024
Improving the Training of Rectified Flows Sangyun Lee Zinan Lin Giulia Fanti 34 19 0 30 May 2024
Curriculum Direct Preference Optimization for Diffusion and Consistency Models Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu N. Sebe Mubarak Shah EGVM 84 5 0 22 May 2024
CustomText: Customized Textual Image Generation using Diffusion Models Shubham Paliwal Arushi Jain Monika Sharma Vikram Jamwal L. Vig 24 0 0 21 May 2024
Linear Combination of Saved Checkpoints Makes Consistency and Diffusion Models Better En-hao Liu Junyi Zhu Zinan Lin Xuefei Ning Shuaiqi Wang ... Sergey Yekhanin Guohao Dai Huazhong Yang Yu-Xiang Wang Yu Wang MoMe 55 4 0 02 Apr 2024
Denoising Task Difficulty-based Curriculum for Training Diffusion Models Jin-Young Kim Hyojun Go Soonwoo Kwon Hyun-Gyoon Kim DiffM 46 6 0 15 Mar 2024
SCott: Accelerating Diffusion Models with Stochastic Consistency Distillation Hongjian Liu Qingsong Xie Zhijie Deng Chen Chen Shixiang Tang Fueyang Fu Zheng-Jun Zha H. Lu Zheng-jun Zha 41 6 0 03 Mar 2024
On the Challenges and Opportunities in Generative AI Laura Manduchi Kushagra Pandey Robert Bamler Ryan Cotterell Sina Daubener ... F. Wenzel Frank Wood Stephan Mandt Vincent Fortuin Vincent Fortuin 56 17 0 28 Feb 2024
Equivariant Graph Neural Operator for Modeling 3D Dynamics Minkai Xu Jiaqi Han Aaron Lou Jean Kossaifi Arvind Ramanathan Kamyar Azizzadenesheli J. Leskovec Stefano Ermon A. Anandkumar AI4CE 24 16 0 19 Jan 2024
SMaRt: Improving GANs with Score Matching Regularity Mengfei Xia Yujun Shen Ceyuan Yang Ran Yi Wenping Wang Yong-jin Liu 24 5 0 30 Nov 2023
Poisson Flow Generative Models Yilun Xu Ziming Liu M. Tegmark Tommi Jaakkola 85 80 0 22 Sep 2022
StyleGAN-XL: Scaling StyleGAN to Large Diverse Datasets Axel Sauer Katja Schwarz Andreas Geiger 182 487 0 01 Feb 2022
Towards Faster and Stabilized GAN Training for High-fidelity Few-shot Image Synthesis Bingchen Liu Yizhe Zhu Kunpeng Song Ahmed Elgammal 165 233 0 12 Jan 2021
Knowledge Distillation in Iterative Generative Models for Improved Sampling Speed Eric Luhman Troy Luhman DiffM 184 259 0 07 Jan 2021