Deep Equilibrium Approaches to Diffusion Models

23 October 2022

Papers citing "Deep Equilibrium Approaches to Diffusion Models"

35 / 35 papers shown

Title
TS-Diff: Two-Stage Diffusion Model for Low-Light RAW Image Enhancement Yi Li Zhiyuan Zhang Jiangnan Xia Jianghan Cheng Qilong Wu Junwei Li Yibin Tian Hui Kong DiffM 46 0 0 07 May 2025
Diffusion Models are Secretly Exchangeable: Parallelizing DDPMs via Autospeculation Hengyuan Hu Aniket Das Dorsa Sadigh Nima Anari DiffM 19 0 0 06 May 2025
From Missing Pieces to Masterpieces: Image Completion with Context-Adaptive Diffusion Pourya Shamsolmoali Masoumeh Zareapoor Huiyu Zhou Michael Felsberg Dacheng Tao X. Li DiffM 32 0 0 19 Apr 2025
Recovering Pulse Waves from Video Using Deep Unrolling and Deep Equilibrium Models Vineet Shenoy Suhas Lohit Hassan Mansour Rama Chellappa Tim K. Marks 41 0 0 21 Mar 2025
Certified Robustness for Deep Equilibrium Models via Serialized Random Smoothing Weizhi Gao Zhichao Hou Han Xu Xiaorui Liu AAML 24 0 0 01 Nov 2024
Quantum Deep Equilibrium Models Philipp Schleich Marta Skreta L. B. Kristensen Rodrigo A. Vargas-Hernández Alán Aspuru-Guzik 22 0 0 31 Oct 2024
Understanding Representation of Deep Equilibrium Models from Neural Collapse Perspective Haixiang Sun Ye Shi 31 0 0 30 Oct 2024
Diff-Instruct*: Towards Human-Preferred One-step Text-to-image Generative Models Weijian Luo C. Zhang Debing Zhang Zhengyang Geng 26 3 0 28 Oct 2024
Flow Generator Matching Zemin Huang Zhengyang Geng Weijian Luo Guo-jun Qi 33 8 0 25 Oct 2024
Diff-Instruct++: Training One-step Text-to-image Generator Model to Align with Human Preferences Weijian Luo EGVM 36 6 0 24 Oct 2024
One-Step Diffusion Distillation through Score Implicit Matching Weijian Luo Zemin Huang Zhengyang Geng J. Zico Kolter Guo-jun Qi DiffM 24 14 0 22 Oct 2024
Closed-Loop Long-Horizon Robotic Planning via Equilibrium Sequence Modeling Jinghan Li Zhicheng Sun Fei Li 80 1 0 02 Oct 2024
ExpoMamba: Exploiting Frequency SSM Blocks for Efficient and Effective Image Enhancement Eashan Adhikarla Kai Zhang John Nicholson Brian D. Davison Mamba 29 3 0 19 Aug 2024
Consistency Models Made Easy Zhengyang Geng Ashwini Pokle William Luo Justin Lin J. Zico Kolter 24 24 0 20 Jun 2024
Convex neural network synthesis for robustness in the 1-norm Ross Drummond Chris Guiver Matthew C. Turner AAML 28 1 0 29 May 2024
Subhomogeneous Deep Equilibrium Models Pietro Sittoni Francesco Tudisco 19 0 0 01 Mar 2024
Positive concave deep equilibrium models Mateusz Gabor Tomasz Piotrowski Renato L. G. Cavalcante 21 2 0 06 Feb 2024
Continuous-Multiple Image Outpainting in One-Step via Positional Query and A Diffusion-based Approach Shaofeng Zhang Jinfa Huang Qiang-feng Zhou Zhibin Wang Fan Wang Jiebo Luo Junchi Yan DiffM 21 11 0 28 Jan 2024
Fixed Point Diffusion Models Xingjian Bai Luke Melas-Kyriazi 13 3 0 16 Jan 2024
One-Step Diffusion Distillation via Deep Equilibrium Models Zhengyang Geng Ashwini Pokle Trevor Killeen 21 28 0 12 Dec 2023
Deep Equilibrium Diffusion Restoration with Parallel Sampling Jiezhang Cao Yue Shi Kai Zhang Yulun Zhang Radu Timofte Luc Van Gool DiffM 22 9 0 20 Nov 2023
TorchDEQ: A Library for Deep Equilibrium Models Zhengyang Geng J. Zico Kolter VLM 44 12 0 28 Oct 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 16 9 0 20 Jul 2023
Revisiting Implicit Models: Sparsity Trade-offs Capability in Weight-tied Model for Vision Tasks Haobo Song Soumajit Majumder Tao R. Lin VLM 13 0 0 16 Jul 2023
ExposureDiffusion: Learning to Expose for Low-light Image Enhancement Yufei Wang Yi Yu Wenhan Yang Lanqing Guo Lap-Pui Chau Alex C. Kot B. Wen DiffM 25 38 0 15 Jul 2023
Deep Equilibrium Multimodal Fusion Jinhong Ni Yalong Bai Wei Zhang Ting Yao Tao Mei 19 1 0 29 Jun 2023
Improving Adversarial Robustness of DEQs with Explicit Regulations Along the Neural Dynamics Zonghan Yang Peng Li Tianyu Pang Yang Liu AAML 19 3 0 02 Jun 2023
Nested Diffusion Processes for Anytime Image Generation Noam Elata Bahjat Kawar T. Michaeli Michael Elad DiffM 13 4 0 30 May 2023
Towards Coherent Image Inpainting Using Denoising Diffusion Implicit Models Guanhua Zhang Jiabao Ji Yang Zhang Mo Yu Tommi Jaakkola Shiyu Chang DiffM 38 59 0 06 Apr 2023
Deep equilibrium models as estimators for continuous latent variables Russell Tsuchida Cheng Soon Ong 19 8 0 11 Nov 2022
Optimization-Induced Graph Implicit Nonlinear Diffusion Qi Chen Yifei Wang Yisen Wang Jiansheng Yang Zhouchen Lin DiffM 48 32 0 29 Jun 2022
Diffusion Models for Adversarial Purification Weili Nie Brandon Guo Yujia Huang Chaowei Xiao Arash Vahdat Anima Anandkumar WIGM 195 410 0 16 May 2022
On Training Implicit Models Zhengyang Geng Xinyu Zhang Shaojie Bai Yisen Wang Zhouchen Lin 56 69 0 09 Nov 2021
Is Attention Better Than Matrix Decomposition? Zhengyang Geng Meng-Hao Guo Hongxu Chen Xia Li Ke Wei Zhouchen Lin 51 134 0 09 Sep 2021
Knowledge Distillation in Iterative Generative Models for Improved Sampling Speed Eric Luhman Troy Luhman DiffM 184 256 0 07 Jan 2021