Mathematical analysis of singularities in the diffusion model under the
submanifold assumption

Mathematical analysis of singularities in the diffusion model under the submanifold assumption

19 January 2023

Papers citing "Mathematical analysis of singularities in the diffusion model under the submanifold assumption"

9 / 9 papers shown

Title
Wasserstein Bounds for generative diffusion models with Gaussian tail targets Xixian Wang Zhongjian Wang 72 0 0 15 Dec 2024
Inconsistencies In Consistency Models: Better ODE Solving Does Not Imply Better Samples Noël Vouitsis Rasa Hosseinzadeh Brendan Leigh Ross Valentin Villecroze S. Gorti Jesse C. Cresswell G. Loaiza-Ganem DiffM 43 0 0 13 Nov 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 40 6 0 31 Oct 2024
A Geometric View of Data Complexity: Efficient Local Intrinsic Dimension Estimation with Diffusion Models Hamidreza Kamkari Brendan Leigh Ross Rasa Hosseinzadeh Jesse C. Cresswell G. Loaiza-Ganem DiffM 32 11 0 05 Jun 2024
Masked Completion via Structured Diffusion with White-Box Transformers Druv Pai Ziyang Wu Sam Buchanan Yaodong Yu Yi-An Ma 27 13 0 03 Apr 2024
A Geometric Explanation of the Likelihood OOD Detection Paradox Hamidreza Kamkari Brendan Leigh Ross Jesse C. Cresswell Anthony L. Caterini Rahul G. Krishnan G. Loaiza-Ganem OODD 26 9 0 27 Mar 2024
Tackling the Singularities at the Endpoints of Time Intervals in Diffusion Models Pengze Zhang Hubery Yin Chen Li Xiaohua Xie 27 5 0 13 Mar 2024
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Bin Cui Ming-Hsuan Yang DiffM MedIm 224 1,296 0 02 Sep 2022
Deep Generative Modeling for Protein Design Alexey Strokach Philip M. Kim AI4CE 179 90 0 31 Aug 2021