Continuous-Time Functional Diffusion Processes

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Continuous-Time Functional Diffusion Processes

1 March 2023

Giulio Franzese

Markus Heinonen

Maurizio Filippone

Pietro Michiardi

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Papers citing "Continuous-Time Functional Diffusion Processes"

11 / 11 papers shown

Title
FunDiff: Diffusion Models over Function Spaces for Physics-Informed Generative Modeling Sifan Wang Zehao Dou Tong-Rui Liu Lu Lu DiffM 37 0 0 09 Jun 2025
Preconditioned Langevin Dynamics with Score-Based Generative Models for Infinite-Dimensional Linear Bayesian Inverse Problems Lorenzo Baldassari Josselin Garnier Knut Solna Maarten V. de Hoop DiffM 61 0 0 23 May 2025
FuncGenFoil: Airfoil Generation and Editing Model in Function Space Jinouwen Zhang Junjie Ren A. Yang Yan Lu Lu Chen Hairun Xie Jing Wang Miao Zhang W. Ouyang Shixiang Tang 586 0 0 15 Feb 2025
Arbitrarily-Conditioned Multi-Functional Diffusion for Multi-Physics Emulation D. Long Zhitong Xu Guang Yang A. Narayan Shandian Zhe DiffM AI4CE 82 1 0 17 Oct 2024
Deep Optimal Sensor Placement for Black Box Stochastic Simulations Paula Cordero-Encinar Tobias Schröder P. Yatsyshin Andrew Duncan 98 0 0 15 Oct 2024
Stochastic Optimal Control for Diffusion Bridges in Function Spaces Byoungwoo Park Jungwon Choi Sungbin Lim Juho Lee 138 4 0 31 May 2024
Conditioning non-linear and infinite-dimensional diffusion processes E. Baker Gefan Yang Michael L. Severinsen C. Hipsley Stefan Sommer DiffM 86 8 0 02 Feb 2024
DFU: scale-robust diffusion model for zero-shot super-resolution image generation Alex Havrilla Kevin Rojas Wenjing Liao Molei Tao 97 2 0 30 Nov 2023
Functional Flow Matching Gavin Kerrigan Giosue Migliorini Padhraic Smyth 104 18 0 26 May 2023
Score-based Diffusion Models in Function Space Jae Hyun Lim Nikola B. Kovachki Ricardo Baptista Christopher Beckham Kamyar Azizzadenesheli ... Karsten Kreis Jan Kautz Christopher Pal Arash Vahdat Anima Anandkumar DiffM 221 50 0 14 Feb 2023
Neural Diffusion Processes Vincent Dutordoir Alan D. Saul Zoubin Ghahramani F. Simpson DiffM 124 42 0 08 Jun 2022