Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with
Denoising Diffusion Probabilistic Models

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Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusion Probabilistic Models

8 December 2023

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Papers citing "Uncertainty-aware Surrogate Models for Airfoil Flow Simulations with Denoising Diffusion Probabilistic Models"

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Title
Evolvable Conditional Diffusion Zhao Wei C. Ooi Abhishek Gupta Jian Cheng Wong P. Chiu Sheares Xue Wen Toh Yew-Soon Ong 24 0 0 16 Jun 2025
Snap-and-tune: combining deep learning and test-time optimization for high-fidelity cardiovascular volumetric meshing Daniel H. Pak Shubh Thaker Kyle Baylous Xiaoran Zhang Danny Bluestein James S. Duncan AI4CE 22 0 0 09 Jun 2025
PDE-Transformer: Efficient and Versatile Transformers for Physics Simulations Benjamin Holzschuh Qiang Liu Georg Kohl Nils Thuerey AI4CE 46 1 0 30 May 2025
PICT -- A Differentiable, GPU-Accelerated Multi-Block PISO Solver for Simulation-Coupled Learning Tasks in Fluid Dynamics Aleksandra Franz Hao Wei Luca Guastoni Nils Thuerey AI4CE 44 0 0 22 May 2025
Generative Latent Neural PDE Solver using Flow Matching Zijie Li Anthony Zhou Amir Barati Farimani DiffM AI4CE 143 2 0 28 Mar 2025
Learning Distributions of Complex Fluid Simulations with Diffusion Graph Networks Mario Lino Tobias Pfaff Nils Thuerey DiffM AI4CE 127 9 0 19 Mar 2025
On the Generalization Properties of Diffusion Models Puheng Li Zhong Li Huishuai Zhang Jiang Bian 240 39 0 13 Mar 2025
Comparison of Generative Learning Methods for Turbulence Modeling Claudia Drygala Edmund Ross F. Mare Hanno Gottschalk AI4CE 150 3 0 25 Nov 2024
Generative Learning of the Solution of Parametric Partial Differential Equations Using Guided Diffusion Models and Virtual Observations Han Gao Sebastian Kaltenbach Petros Koumoutsakos DiffM AI4CE 119 9 0 31 Jul 2024
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 1.6K 14,662 0 07 Oct 2016