On the Generalization Properties of Diffusion Models

13 March 2025

Papers citing "On the Generalization Properties of Diffusion Models"

25 / 25 papers shown

Title
Understanding Flatness in Generative Models: Its Role and Benefits Taehwan Lee Kyeongkook Seo Jaejun Yoo Sung Whan Yoon DiffM 53 0 0 14 Mar 2025
On the Interpolation Effect of Score Smoothing Zhengdao Chen DiffM 73 0 0 26 Feb 2025
Uncovering Hidden Subspaces in Video Diffusion Models Using Re-Identification Mischa Dombrowski Hadrien Reynaud Bernhard Kainz DiffM 44 1 0 07 Nov 2024
Out-of-Distribution Recovery with Object-Centric Keypoint Inverse Policy for Visuomotor Imitation Learning George Jiayuan Gao Tianyu Li Nadia Figueroa 36 0 0 05 Nov 2024
How Do Flow Matching Models Memorize and Generalize in Sample Data Subspaces? Weiguo Gao Ming Li OOD 27 2 0 31 Oct 2024
A Geometric Framework for Understanding Memorization in Generative Models Brendan Leigh Ross Hamidreza Kamkari Tongzi Wu Rasa Hosseinzadeh Zhaoyan Liu George Stein Jesse C. Cresswell G. Loaiza-Ganem 44 6 0 31 Oct 2024
Redefining <Creative> in Dictionary: Towards an Enhanced Semantic Understanding of Creative Generation Fu Feng Yucheng Xie Xu Yang Jing Wang Xin Geng DiffM 26 0 0 31 Oct 2024
TacDiffusion: Force-domain Diffusion Policy for Precise Tactile Manipulation Yansong Wu Zongxie Chen Fan Wu L. Chen Liding Zhang Zhenshan Bing Abdalla Swikir Sami Haddadin Sami Haddadin 60 9 0 17 Sep 2024
MODULI: Unlocking Preference Generalization via Diffusion Models for Offline Multi-Objective Reinforcement Learning Yifu Yuan Zhenrui Zheng Zibin Dong Jianye Hao OffRL 50 0 0 28 Aug 2024
DiffSG: A Generative Solver for Network Optimization with Diffusion Model Ruihuai Liang Bo Yang Zhiwen Yu Bin Guo Xuelin Cao Mérouane Debbah H. Vincent Poor Chau Yuen DiffM 41 5 0 13 Aug 2024
Replication in Visual Diffusion Models: A Survey and Outlook Wenhao Wang Yifan Sun Zongxin Yang Zhengdong Hu Zhentao Tan Yi Yang 70 6 0 07 Jul 2024
ScoreFusion: Fusing Score-based Generative Models via Kullback-Leibler Barycenters Hao Liu Junze Tony Ye Ye Jose H. Blanchet DiffM FedML 34 1 0 28 Jun 2024
Towards Theoretical Understandings of Self-Consuming Generative Models Shi Fu Sen Zhang Yingjie Wang Xinmei Tian Dacheng Tao 25 9 0 19 Feb 2024
Convergence Analysis of Discrete Diffusion Model: Exact Implementation through Uniformization Hongrui Chen Lexing Ying 28 11 0 12 Feb 2024
Explicit Flow Matching: On The Theory of Flow Matching Algorithms with Applications Gleb Ryzhakov Svetlana Pavlova Egor Sevriugov Ivan V. Oseledets 22 0 0 05 Feb 2024
Neural Network-Based Score Estimation in Diffusion Models: Optimization and Generalization Yinbin Han Meisam Razaviyayn Renyuan Xu DiffM 40 12 0 28 Jan 2024
Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusion Probabilistic Models Qiang Liu Nils Thuerey DiffM AI4CE 16 8 0 08 Dec 2023
Pyramid Diffusion for Fine 3D Large Scene Generation Yuheng Liu Xinke Li Xueting Li Lu Qi Chongshou Li Ming-Hsuan Yang 51 15 0 20 Nov 2023
Enhancing Rock Image Segmentation in Digital Rock Physics: A Fusion of Generative AI and State-of-the-Art Neural Networks Zhaoyang Ma Xupeng He Hyung Kwak Jun Gao Shuyu Sun Bicheng Yan AI4CE 21 3 0 10 Nov 2023
The Emergence of Reproducibility and Generalizability in Diffusion Models Huijie Zhang Jinfan Zhou Yifu Lu Minzhe Guo Peng Wang Liyue Shen Qing Qu DiffM 26 2 0 08 Oct 2023
Aligned Diffusion Schrödinger Bridges Vignesh Ram Somnath Matteo Pariset Ya-Ping Hsieh María Rodríguez Martínez Andreas Krause Charlotte Bunne DiffM 100 30 0 22 Feb 2023
Rectified Flow: A Marginal Preserving Approach to Optimal Transport Qiang Liu OT 124 85 0 29 Sep 2022
Sampling is as easy as learning the score: theory for diffusion models with minimal data assumptions Sitan Chen Sinho Chewi Jungshian Li Yuanzhi Li Adil Salim Anru R. Zhang DiffM 128 246 0 22 Sep 2022
Crystal Diffusion Variational Autoencoder for Periodic Material Generation Tian Xie Xiang Fu O. Ganea Regina Barzilay Tommi Jaakkola DiffM BDL 206 227 0 12 Oct 2021
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 237 75,770 0 18 May 2015