Contractive Diffusion Probabilistic Models

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Contractive Diffusion Probabilistic Models

23 January 2024

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Papers citing "Contractive Diffusion Probabilistic Models"

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Title
Diffusion Generative Models Meet Compressed Sensing, with Applications to Image Data and Financial Time Series Zhengyi Guo Jiatu Li Wenpin Tang D. Yao DiffM MedIm 0 0 0 04 Sep 2025
Non-asymptotic convergence bound of conditional diffusion models Mengze Li DiffM 36 0 0 13 Aug 2025
Solving dynamic portfolio selection problems via score-based diffusion models Ahmad Aghapour Erhan Bayraktar Fengyi Yuan DiffM 51 1 0 14 Jul 2025
Provable Maximum Entropy Manifold Exploration via Diffusion Models Riccardo De Santi Marin Vlastelica Ya-Ping Hsieh Zebang Shen Niao He Andreas Krause DiffM 94 1 0 18 Jun 2025
Wasserstein Convergence of Score-based Generative Models under Semiconvexity and Discontinuous Gradients Stefano Bruno Sotirios Sabanis DiffM 175 2 0 06 May 2025
Provably Robust Score-Based Diffusion Posterior Sampling for Plug-and-Play Image Reconstruction Xingyu Xu Yuejie Chi DiffM 129 38 0 25 Mar 2024
Theoretical Insights for Diffusion Guidance: A Case Study for Gaussian Mixture Models Yuchen Wu Minshuo Chen Zihao Li Mengdi Wang Yuting Wei 126 32 0 03 Mar 2024
Score-based Diffusion Models via Stochastic Differential Equations -- a Technical Tutorial Wenpin Tang Hanyang Zhao DiffM 238 32 0 12 Feb 2024
Neural Network-Based Score Estimation in Diffusion Models: Optimization and Generalization Yinbin Han Meisam Razaviyayn Renyuan Xu DiffM 222 19 0 28 Jan 2024
On diffusion-based generative models and their error bounds: The log-concave case with full convergence estimates Stefano Bruno Ying Zhang Dong-Young Lim Ömer Deniz Akyildiz Sotirios Sabanis DiffM 186 8 0 22 Nov 2023