You Only Look One Step: Accelerating Backpropagation in Diffusion Sampling with Gradient Shortcuts

12 May 2025

Papers citing "You Only Look One Step: Accelerating Backpropagation in Diffusion Sampling with Gradient Shortcuts"

50 / 76 papers shown

Title
A Diffusion Model Translator for Efficient Image-to-Image Translation Mengfei Xia Yu Zhou Ran Yi Yang Liu Wenping Wang VLM 148 12 0 01 Feb 2025
Diffusion Models in Low-Level Vision: A Survey Chunming He Yuqi Shen Chengyu Fang Fengyang Xiao Longxiang Tang Yulun Zhang W. Zuo Zhenhua Guo Xiu Li VLM DiffM MedIm 105 37 0 17 Jun 2024
TAGMol: Target-Aware Gradient-guided Molecule Generation Vineeth Dorna Subhalingam D Keshav Kolluru Shreshth Tuli Mrityunjay Singh Saurabh Singal N. M. A. Krishnan Sayan Ranu 78 3 0 03 Jun 2024
AdjointDEIS: Efficient Gradients for Diffusion Models Zander W. Blasingame Chen Liu DiffM 77 5 0 23 May 2024
Deep Reward Supervisions for Tuning Text-to-Image Diffusion Models Xiaoshi Wu Yiming Hao Manyuan Zhang Keqiang Sun Zhaoyang Huang Guanglu Song Yu Liu Hongsheng Li EGVM 85 22 0 01 May 2024
MagicTime: Time-lapse Video Generation Models as Metamorphic Simulators Shenghai Yuan Jinfa Huang Yujun Shi Yongqi Xu Ruijie Zhu Bin Lin Xinhua Cheng Li-xin Yuan Jiebo Luo VGen 128 35 0 07 Apr 2024
Scaling Rectified Flow Transformers for High-Resolution Image Synthesis Patrick Esser Sumith Kulal A. Blattmann Rahim Entezari Jonas Muller ... Zion English Kyle Lacey Alex Goodwin Yannik Marek Robin Rombach DiffM 244 1,279 0 05 Mar 2024
Sora: A Review on Background, Technology, Limitations, and Opportunities of Large Vision Models Yixin Liu Kai Zhang Yuan Li Zhiling Yan Chujie Gao ... Yue Huang Hanchi Sun Jianfeng Gao Lifang He Lichao Sun VLM VGen EGVM 101 288 0 27 Feb 2024
Accelerating Parallel Sampling of Diffusion Models Zhiwei Tang Jiasheng Tang Hao Luo Fan Wang Tsung-Hui Chang 108 15 0 15 Feb 2024
PRDP: Proximal Reward Difference Prediction for Large-Scale Reward Finetuning of Diffusion Models Fei Deng Qifei Wang Wei Wei Matthias Grundmann Tingbo Hou EGVM 43 19 0 13 Feb 2024
Consistency Model is an Effective Posterior Sample Approximation for Diffusion Inverse Solvers Tongda Xu Ziran Zhu Jian Li Dailan He Yuanyuan Wang ... Ning Li Hongwei Qin Yan Wang Jingjing Liu Ya Zhang DiffM 33 5 0 09 Feb 2024
DITTO: Diffusion Inference-Time T-Optimization for Music Generation Zachary Novack Julian McAuley Taylor Berg-Kirkpatrick Nicholas J. Bryan DiffM 74 36 0 22 Jan 2024
SiT: Exploring Flow and Diffusion-based Generative Models with Scalable Interpolant Transformers Nanye Ma Mark Goldstein M. S. Albergo Nicholas M. Boffi Eric Vanden-Eijnden Saining Xie DiffM 86 196 0 16 Jan 2024
Latent Consistency Models: Synthesizing High-Resolution Images with Few-Step Inference Simian Luo Yiqin Tan Longbo Huang Jian Li Hang Zhao DiffM 76 464 0 06 Oct 2023
Aligning Text-to-Image Diffusion Models with Reward Backpropagation Mihir Prabhudesai Anirudh Goyal Deepak Pathak Katerina Fragkiadaki 83 127 0 05 Oct 2023
Directly Fine-Tuning Diffusion Models on Differentiable Rewards Amita Gajewar Paul Vicol G. Bansal David J Fleet 51 168 0 29 Sep 2023
RenAIssance: A Survey into AI Text-to-Image Generation in the Era of Large Model Fengxiang Bie Yibo Yang Zhongzhu Zhou Adam Ghanem Minjia Zhang ... Pareesa Ameneh Golnari David A. Clifton Yuxiong He Dacheng Tao Shuaiwen Leon Song EGVM 77 22 0 02 Sep 2023
AdjointDPM: Adjoint Sensitivity Method for Gradient Backpropagation of Diffusion Probabilistic Models Jiachun Pan Jun Hao Liew Vincent Y. F. Tan Jiashi Feng Hanshu Yan DiffM 56 12 0 20 Jul 2023
Human Preference Score v2: A Solid Benchmark for Evaluating Human Preferences of Text-to-Image Synthesis Xiaoshi Wu Yiming Hao Keqiang Sun Yixiong Chen Feng Zhu Rui Zhao Hongsheng Li 75 286 0 15 Jun 2023
StyleDrop: Text-to-Image Generation in Any Style Kihyuk Sohn Nataniel Ruiz Kimin Lee Daniel Castro Chin Irina Blok ... Yuanzhen Li Yuan Hao Irfan Essa Michael Rubinstein Dilip Krishnan 38 149 0 01 Jun 2023
Parallel Sampling of Diffusion Models Andy Shih Suneel Belkhale Stefano Ermon Dorsa Sadigh Nima Anari DiffM 72 56 0 25 May 2023
Unsafe Diffusion: On the Generation of Unsafe Images and Hateful Memes From Text-To-Image Models Y. Qu Xinyue Shen Xinlei He Michael Backes Savvas Zannettou Yang Zhang 42 114 0 23 May 2023
One-step differentiation of iterative algorithms Jérôme Bolte Edouard Pauwels Samuel Vaiter 89 14 0 23 May 2023
Training Diffusion Models with Reinforcement Learning Kevin Black Michael Janner Yilun Du Ilya Kostrikov Sergey Levine EGVM 84 356 0 22 May 2023
IDQL: Implicit Q-Learning as an Actor-Critic Method with Diffusion Policies Philippe Hansen-Estruch Ilya Kostrikov Michael Janner J. Kuba Sergey Levine OffRL 78 148 0 20 Apr 2023
Human Preference Score: Better Aligning Text-to-Image Models with Human Preference Xiaoshi Wu Keqiang Sun Feng Zhu Rui Zhao Hongsheng Li 70 151 0 25 Mar 2023
End-to-End Diffusion Latent Optimization Improves Classifier Guidance Bram Wallace Akash Gokul Stefano Ermon Nikhil Naik 148 76 0 23 Mar 2023
FreeDoM: Training-Free Energy-Guided Conditional Diffusion Model Jiwen Yu Yinhuai Wang Chen Zhao Guohao Li Jian Zhang DiffM 72 179 0 17 Mar 2023
Diffusion Policy: Visuomotor Policy Learning via Action Diffusion Cheng Chi Zhenjia Xu S. Feng Eric A. Cousineau Yilun Du Benjamin Burchfiel Russ Tedrake Shuran Song 312 1,170 0 07 Mar 2023
Consistency Models Yang Song Prafulla Dhariwal Mark Chen Ilya Sutskever VLM DiffM 97 946 0 02 Mar 2023
Aligning Text-to-Image Models using Human Feedback Kimin Lee Hao Liu Moonkyung Ryu Olivia Watkins Yuqing Du Craig Boutilier Pieter Abbeel Mohammad Ghavamzadeh S. Gu EGVM 75 273 0 23 Feb 2023
T2I-Adapter: Learning Adapters to Dig out More Controllable Ability for Text-to-Image Diffusion Models Chong Mou Xintao Wang Liangbin Xie Yanze Wu Shuai Liu Zhongang Qi Ying Shan Xiaohu Qie DiffM 60 1,010 0 16 Feb 2023
Universal Guidance for Diffusion Models Arpit Bansal Hong-Min Chu Avi Schwarzschild Soumyadip Sengupta Micah Goldblum Jonas Geiping Tom Goldstein VLM 83 263 0 14 Feb 2023
Adding Conditional Control to Text-to-Image Diffusion Models Lvmin Zhang Anyi Rao Maneesh Agrawala AI4CE 103 4,074 1 10 Feb 2023
Scalable Diffusion Models with Transformers William S. Peebles Saining Xie GNN 77 2,275 0 19 Dec 2022
Fast Graph Generation via Spectral Diffusion Tianze Luo Zhanfeng Mo Sinno Jialin Pan DiffM 62 25 0 16 Nov 2022
Flow Matching for Generative Modeling Y. Lipman Ricky T. Q. Chen Heli Ben-Hamu Maximilian Nickel Matt Le OOD 174 1,274 0 06 Oct 2022
Diffusion Posterior Sampling for General Noisy Inverse Problems Hyungjin Chung Jeongsol Kim Michael T. McCann M. Klasky J. C. Ye DiffM 98 830 0 29 Sep 2022
Diffusion Models in Vision: A Survey Florinel-Alin Croitoru Vlad Hondru Radu Tudor Ionescu M. Shah DiffM VLM MedIm 235 1,205 0 10 Sep 2022
Flow Straight and Fast: Learning to Generate and Transfer Data with Rectified Flow Xingchao Liu Chengyue Gong Qiang Liu OOD 166 988 0 07 Sep 2022
Learning Iterative Reasoning through Energy Minimization Yilun Du Shuang Li J. Tenenbaum Igor Mordatch PINN 66 22 0 30 Jun 2022
DPM-Solver: A Fast ODE Solver for Diffusion Probabilistic Model Sampling in Around 10 Steps Cheng Lu Yuhao Zhou Fan Bao Jianfei Chen Chongxuan Li Jun Zhu DiffM 174 1,403 0 02 Jun 2022
Planning with Diffusion for Flexible Behavior Synthesis Michael Janner Yilun Du J. Tenenbaum Sergey Levine DiffM 300 682 0 20 May 2022
Hierarchical Text-Conditional Image Generation with CLIP Latents Aditya A. Ramesh Prafulla Dhariwal Alex Nichol Casey Chu Mark Chen VLM DiffM 339 6,830 0 13 Apr 2022
Video Diffusion Models Jonathan Ho Tim Salimans Alexey A. Gritsenko William Chan Mohammad Norouzi David J. Fleet DiffM VGen 163 1,597 0 07 Apr 2022
Equivariant Diffusion for Molecule Generation in 3D Emiel Hoogeboom Victor Garcia Satorras Clément Vignac Max Welling DiffM 94 606 0 31 Mar 2022
GeoDiff: a Geometric Diffusion Model for Molecular Conformation Generation Minkai Xu Lantao Yu Yang Song Chence Shi Stefano Ermon Jian Tang BDL DiffM 125 511 0 06 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 758 12,835 0 04 Mar 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 351 15,373 0 20 Dec 2021
GLIDE: Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models Alex Nichol Prafulla Dhariwal Aditya A. Ramesh Pranav Shyam Pamela Mishkin Bob McGrew Ilya Sutskever Mark Chen 286 3,582 0 20 Dec 2021