Physics-Informed Diffusion Models

Physics-Informed Diffusion Models

21 March 2024

Jan-Hendrik Bastek

Papers citing "Physics-Informed Diffusion Models"

14 / 14 papers shown

Title
Dynamics-aware Diffusion Models for Planning and Control D. Gadginmath Fabio Pasqualetti 46 3 0 31 Mar 2025
Pick-and-place Manipulation Across Grippers Without Retraining: A Learning-optimization Diffusion Policy Approach Xiangtong Yao Yirui Zhou Y. Meng Liangyu Dong Lin Hong Zitao Zhang Zhenshan Bing Kai Huang Fuchun Sun Alois C. Knoll 60 0 0 24 Feb 2025
DDAT: Diffusion Policies Enforcing Dynamically Admissible Robot Trajectories Jean-Baptiste Bouvier Kanghyun Ryu Kartik Nagpal Qiayuan Liao K. Sreenath Negar Mehr 71 2 0 20 Feb 2025
DiffBatt: A Diffusion Model for Battery Degradation Prediction and Synthesis Hamidreza Eivazi André Hebenbrock Raphael Ginster Steffen Blömeke Stefan H. A. Wittek Christoph Herrmann Thomas S. Spengler Thomas Turek Andreas Rausch 21 0 0 31 Oct 2024
Generating Physical Dynamics under Priors Zihan Zhou Xiaoxue Wang Tianshu Yu DiffM AI4CE 45 0 0 01 Sep 2024
Data-Driven Stochastic Closure Modeling via Conditional Diffusion Model and Neural Operator Xinghao Dong Chuanqi Chen Jin-Long Wu DiffM AI4CE 37 5 0 06 Aug 2024
Conditional score-based diffusion models for solving inverse problems in mechanics Agnimitra Dasgupta Harisankar Ramaswamy Javier Murgoitio-Esandi Ken Foo Runze Li Qifa Zhou Brendan Kennedy Assad A. Oberai DiffM MedIm 24 1 0 19 Jun 2024
Diffusion models as probabilistic neural operators for recovering unobserved states of dynamical systems Katsiaryna Haitsiukevich O. Poyraz Pekka Marttinen Alexander Ilin DiffM 43 2 0 11 May 2024
AR-Diffusion: Auto-Regressive Diffusion Model for Text Generation Tong Wu Zhihao Fan Xiao Liu Yeyun Gong Yelong Shen ... Juntao Li Zhongyu Wei Jian Guo Nan Duan Weizhu Chen VLM 71 22 0 16 May 2023
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 208 800 0 02 Sep 2022
Diffusion-LM Improves Controllable Text Generation Xiang Lisa Li John Thickstun Ishaan Gulrajani Percy Liang Tatsunori B. Hashimoto AI4CE 163 537 0 27 May 2022
Crystal Diffusion Variational Autoencoder for Periodic Material Generation Tian Xie Xiang Fu O. Ganea Regina Barzilay Tommi Jaakkola DiffM BDL 191 158 0 12 Oct 2021
TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain Zhenguo Nie Tong Lin Haoliang Jiang L. Kara AI4CE 90 167 0 05 Mar 2020
U-Net: Convolutional Networks for Biomedical Image Segmentation Olaf Ronneberger Philipp Fischer Thomas Brox SSeg 3DV 226 74,467 0 18 May 2015