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Elucidating the Design Space of Diffusion-Based Generative Models

1 June 2022

Papers citing "Elucidating the Design Space of Diffusion-Based Generative Models"

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Title
FlashBack: Consistency Model-Accelerated Shared Autonomy Luzhe Sun Jingtian Ji Xiangshan Tan Matthew R. Walter 256 0 0 22 May 2025
Forward-only Diffusion Probabilistic Models Ziwei Luo Fredrik K. Gustafsson Jens Sjölund Thomas B. Schön 71 0 0 22 May 2025
Consistent World Models via Foresight Diffusion Yu Zhang Xingzhuo Guo Haoran Xu Mingsheng Long 57 0 0 22 May 2025
Guided Diffusion Sampling on Function Spaces with Applications to PDEs Jiachen Yao Abbas Mammadov Julius Berner Gavin Kerrigan Jong Chul Ye Kamyar Azizzadenesheli A. Anandkumar DiffM 98 3 0 22 May 2025
PolyMicros: Bootstrapping a Foundation Model for Polycrystalline Material Structure Michael Buzzy Andreas E. Robertson Peng Chen Surya R. Kalidindi AI4CE 27 0 0 22 May 2025
Diffusion Probabilistic Generative Models for Accelerated, in-NICU Permanent Magnet Neonatal MRI Yamin Arefeen Brett Levac Bhairav Patel Chang Ho Jonathan I. Tamir DiffM MedIm 90 0 0 21 May 2025
Toward Theoretical Insights into Diffusion Trajectory Distillation via Operator Merging Weiguo Gao Ming Li DiffM 70 0 0 21 May 2025
Enhancing Certified Robustness via Block Reflector Orthogonal Layers and Logit Annealing Loss Bo-Han Lai Pin-Han Huang Bo-Han Kung Shang-Tse Chen 72 0 0 21 May 2025
Cascaded Diffusion Models for Neural Motion Planning Mohit Sharma Adam Fishman Vikash Kumar Chris Paxton Oliver Kroemer 66 0 0 21 May 2025
Non-rigid Motion Correction for MRI Reconstruction via Coarse-To-Fine Diffusion Models Frederic Wang Jonathan I. Tamir DiffM MedIm 106 0 0 21 May 2025
Scalable Autoregressive 3D Molecule Generation Austin H. Cheng Chong Sun Alán Aspuru-Guzik 104 1 0 20 May 2025
Super-Resolution Optical Coherence Tomography Using Diffusion Model-Based Plug-and-Play Priors Yaning Wang Jinglun Yu Wenhan Guo Yu Sun Jin U. Kang DiffM SupR MedIm 106 0 0 20 May 2025
Learning to Integrate Diffusion ODEs by Averaging the Derivatives Wenze Liu Xiangyu Yue 84 0 0 20 May 2025
A Physics-Inspired Optimizer: Velocity Regularized Adam Pranav Vaidhyanathan Lucas Schorling Natalia Ares Michael A. Osborne ODL 77 0 0 19 May 2025
Mean Flows for One-step Generative Modeling Zhengyang Geng Mingyang Deng Xingjian Bai J. Zico Kolter Kaiming He DiffM 94 2 0 19 May 2025
One-Step Offline Distillation of Diffusion-based Models via Koopman Modeling Nimrod Berman Ilan Naiman Moshe Eliasof Hedi Zisling Omri Azencot DiffM OffRL 100 0 0 19 May 2025
Few-Step Diffusion via Score identity Distillation Mingyuan Zhou Yi Gu Zhendong Wang 106 1 0 19 May 2025
Restoration Score Distillation: From Corrupted Diffusion Pretraining to One-Step High-Quality Generation Yasi Zhang Tianyu Chen Zhendong Wang Ying Nian Wu Mingyuan Zhou Oscar Leong DiffM 77 1 0 19 May 2025
PhySense: Sensor Placement Optimization for Accurate Physics Sensing Yuezhou Ma Haixu Wu Hang Zhou Huikun Weng Jianmin Wang Mingsheng Long DiffM 219 0 0 19 May 2025
Robust Planning for Autonomous Driving via Mixed Adversarial Diffusion Predictions Albert Zhao Stefano Soatto DiffM 142 0 0 18 May 2025
Accelerating Diffusion-based Super-Resolution with Dynamic Time-Spatial Sampling Rui Qin Qijie Wang Ming Sun Haowei Zhu Chao Zhou Bin Wang 144 0 0 17 May 2025
Bootstrapping Diffusion: Diffusion Model Training Leveraging Partial and Corrupted Data Xudong Ma 82 0 0 17 May 2025
LipDiffuser: Lip-to-Speech Generation with Conditional Diffusion Models Danilo de Oliveira Julius Richter Tal Peer Timo Gerkmann DiffM 110 0 0 16 May 2025
A Generative Framework for Causal Estimation via Importance-Weighted Diffusion Distillation Xinran Song Tianyu Chen Mingyuan Zhou DiffM CML 122 0 0 16 May 2025
Unsupervised Detection of Distribution Shift in Inverse Problems using Diffusion Models Shirin Shoushtari Edward P. Chandler Yuanhao Wang M. Salman Asif Ulugbek S. Kamilov DiffM 153 0 0 16 May 2025
DDAE++: Enhancing Diffusion Models Towards Unified Generative and Discriminative Learning Weilai Xiang Hongyu Yang Di Huang Yunhong Wang 134 0 0 16 May 2025
Diffusion-NPO: Negative Preference Optimization for Better Preference Aligned Generation of Diffusion Models Fu-Yun Wang Yunhao Shui Jingtan Piao Keqiang Sun Hongsheng Li 99 4 0 16 May 2025
Whitened Score Diffusion: A Structured Prior for Imaging Inverse Problems Jeffrey Alido Tongyu Li Yu Sun Lei Tian DiffM MedIm 109 0 0 15 May 2025
Reinforcing the Diffusion Chain of Lateral Thought with Diffusion Language Models Zemin Huang Zhiyang Chen Zijun Wang Tiancheng Li Guo-Jun Qi DiffM LRM AI4CE 107 2 0 15 May 2025
HistDiST: Histopathological Diffusion-based Stain Transfer Erik Großkopf Valay Bundele Mehran Hossienzadeh Hendrik Lensch 81 1 0 11 May 2025
StableMotion: Repurposing Diffusion-Based Image Priors for Motion Estimation Ziyi Wang Haipeng Li Lin Sui Tianhao Zhou Hai Jiang Lang Nie Shuaicheng Liu DiffM VGen 98 1 0 10 May 2025
DiffLocks: Generating 3D Hair from a Single Image using Diffusion Models Radu Alexandru Rosu Keyu Wu Yao Feng Youyi Zheng M. Black DiffM 3DH 93 0 0 09 May 2025
Diffusion Model Quantization: A Review Qian Zeng Chenggong Hu Mingli Song Jie Song MQ 102 0 0 08 May 2025
Normalize Everything: A Preconditioned Magnitude-Preserving Architecture for Diffusion-Based Speech Enhancement Julius Richter Danilo de Oliveira Timo Gerkmann DiffM 137 1 0 08 May 2025
ArrayDPS: Unsupervised Blind Speech Separation with a Diffusion Prior Zhongweiyang Xu Xulin Fan Zhong-Qiu Wang Xilin Jiang Romit Roy Choudhury DiffM 171 0 0 08 May 2025
Score-based Self-supervised MRI Denoising Jiachen Tu Yaokun Shi Fan Lam DiffM 91 3 0 08 May 2025
Convergence Of Consistency Model With Multistep Sampling Under General Data Assumptions Yiding Chen Yiyi Zhang Owen Oertell Wen Sun DiffM 95 1 0 06 May 2025
Enhancing Glass Defect Detection with Diffusion Models: Addressing Imbalanced Datasets in Manufacturing Quality Control Sajjad Rezvani Boroujeni Hossein Abedi Tom Bush 82 0 0 06 May 2025
MUSAR: Exploring Multi-Subject Customization from Single-Subject Dataset via Attention Routing Zinan Guo Pengze Zhang Yanze Wu Chong Mou Mingcong Liu Qian He 89 0 0 05 May 2025
Diffusion-based Adversarial Purification from the Perspective of the Frequency Domain Gaozheng Pei Ke Ma Yingfei Sun Qianqian Xu Qingming Huang DiffM 100 0 0 02 May 2025
Fast Flow-based Visuomotor Policies via Conditional Optimal Transport Couplings Andreas Sochopoulos Nikolay Malkin Nikolaos Tsagkas João Moura Michael Gienger S. Vijayakumar 90 1 0 02 May 2025
Distilling Two-Timed Flow Models by Separately Matching Initial and Terminal Velocities Pramook Khungurn Pratch Piyawongwisal Sira Sriswadi Supasorn Suwajanakorn 151 0 0 02 May 2025
KeySync: A Robust Approach for Leakage-free Lip Synchronization in High Resolution Antoni Bigata Rodrigo Mira Stella Bounareli Michał Stypułkowski Konstantinos Vougioukas Stavros Petridis Maja Pantic 105 1 0 01 May 2025
Controllable Weather Synthesis and Removal with Video Diffusion Models Chih-Hao Lin Ziyi Wang Ruofan Liang Yuxuan Zhang Sanja Fidler Shenlong Wang Zan Gojcic DiffM VGen 72 1 0 01 May 2025
Generative diffusion model surrogates for mechanistic agent-based biological models Tien Comlekoglu J. Q. Toledo-Marín Douglas W. DeSimone Shayn M. Peirce Geoffrey C. Fox J. Glazier DiffM MedIm 139 1 0 01 May 2025
Can We Achieve Efficient Diffusion without Self-Attention? Distilling Self-Attention into Convolutions Ziyi Dong Chengxing Zhou Weijian Deng Pengxu Wei Xiangyang Ji Liang Lin MQ 94 0 0 30 Apr 2025
Revisiting Diffusion Autoencoder Training for Image Reconstruction Quality Pramook Khungurn Sukit Seripanitkarn Phonphrm Thawatdamrongkit Supasorn Suwajanakorn DiffM 126 0 0 30 Apr 2025
Sparse-to-Sparse Training of Diffusion Models Inês Cardoso Oliveira Decebal Constantin Mocanu Luis A. Leiva DiffM 183 0 0 30 Apr 2025
ADiff4TPP: Asynchronous Diffusion Models for Temporal Point Processes Amartya Mukherjee Ruizhi Deng He Zhao Yuzhen Mao Leonid Sigal Frederick Tung DiffM AI4TS 111 0 0 29 Apr 2025
Masked Language Prompting for Generative Data Augmentation in Few-shot Fashion Style Recognition Yuki Hirakawa Ryotaro Shimizu 108 0 0 28 Apr 2025