Diffusion Models Beat GANs on Topology Optimization

20 August 2022

Papers citing "Diffusion Models Beat GANs on Topology Optimization"

31 / 31 papers shown

Title
IGG: Image Generation Informed by Geodesic Dynamics in Deformation Spaces Nian Wu Nivetha Jayakumar Jiarui Xing Miaomiao Zhang 26 0 0 09 Apr 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 77 0 0 24 Feb 2025
Multi-scale Topology Optimization using Neural Networks Hongrui Chen Xingchen Liu L. Kara AI4CE 63 1 0 21 Feb 2025
DDAT: Diffusion Policies Enforcing Dynamically Admissible Robot Trajectories Jean-Baptiste Bouvier Kanghyun Ryu Kartik Nagpal Qiayuan Liao K. Sreenath Negar Mehr 88 2 0 20 Feb 2025
Consistency Training with Physical Constraints Che-Chia Chang Chen-Yang Dai Te-Sheng Lin M. Lai Chieh-Hsin Lai DiffM 55 0 0 11 Feb 2025
Training-Free Constrained Generation With Stable Diffusion Models Stefano Zampini Jacob K Christopher Luca Oneto Davide Anguita Ferdinando Fioretto 46 0 0 08 Feb 2025
TPIE: Topology-Preserved Image Editing With Text Instructions Nivetha Jayakumar Srivardhan Reddy Gadila Tonmoy Hossain Yangfeng Ji Miaomiao Zhang DiffM MedIm 79 0 0 22 Nov 2024
Generative Aerodynamic Design with Diffusion Probabilistic Models Thomas Wagenaar Simone Mancini Andrés Mateo-Gabín DiffM AI4CE 37 0 0 20 Sep 2024
TrajWeaver: Trajectory Recovery with State Propagation Diffusion Model Jinming Wang Hai Wang Hongkai Wen Geyong Min Man Luo 38 0 0 01 Sep 2024
Inverse design with conditional cascaded diffusion models Milad Habibi M. Fuge DiffM 34 0 0 16 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 37 2 0 19 Jun 2024
Effective Generation of Feasible Solutions for Integer Programming via Guided Diffusion Hao Zeng Jiaqi Wang Avirup Das Junying He Kunpeng Han Haoyuan Hu Mingfei Sun 32 1 0 18 Jun 2024
Constraint-Aware Diffusion Models for Trajectory Optimization Anjian Li Zihan Ding Adji Bousso Dieng Ryne T. Beeson 45 4 0 03 Jun 2024
C-ShipGen: A Conditional Guided Diffusion Model for Parametric Ship Hull Design Noah J. Bagazinski Faez Ahmed 32 0 0 10 May 2024
Large Language Model Agent as a Mechanical Designer Yayati Jadhav A. Farimani AI4CE LLMAG 98 9 0 26 Apr 2024
Balanced Mixed-Type Tabular Data Synthesis with Diffusion Models Zeyu Yang Peikun Guo Khadija Zanna Akane Sano Xiaoxue Yang Akane Sano DiffM 34 8 0 12 Apr 2024
Physics-Informed Diffusion Models Jan-Hendrik Bastek WaiChing Sun D. Kochmann DiffM AI4CE 47 11 0 21 Mar 2024
Deep Generative Design for Mass Production Jihoon Kim Yongmin Kwon Namwoo Kang AI4CE 27 1 0 16 Mar 2024
Model Will Tell: Training Membership Inference for Diffusion Models Xiaomeng Fu Xi Wang Qiao Li Jin Liu Jiao Dai Jizhong Han 45 5 0 13 Mar 2024
Gradient-free neural topology optimization Gaweł Kuś Miguel A. Bessa AI4CE 30 0 0 07 Mar 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization A. Nobari Giorgio Giannone Lyle Regenwetter Faez Ahmed AI4CE 33 3 0 07 Feb 2024
Constrained Synthesis with Projected Diffusion Models Jacob K Christopher Stephen Baek Ferdinando Fioretto DiffM 44 10 0 05 Feb 2024
ToDA: Target-oriented Diffusion Attacker against Recommendation System Xiaohao Liu Zhulin Tao Ting Jiang He Chang Yunshan Ma Yinwei Wei Xianglin Huang DiffM AAML 20 4 0 23 Jan 2024
ShipGen: A Diffusion Model for Parametric Ship Hull Generation with Multiple Objectives and Constraints Noah J. Bagazinski Faez Ahmed 35 8 0 09 Nov 2023
Latent Diffusion Models for Structural Component Design Ethan Herron Jaydeep Rade Anushrut Jignasu Baskar Ganapathysubramanian Aditya Balu S. Sarkar A. Krishnamurthy DiffM 16 7 0 20 Sep 2023
Aligning Optimization Trajectories with Diffusion Models for Constrained Design Generation Giorgio Giannone Akash Srivastava Ole Winther Faez Ahmed DiffM AI4CE 29 26 0 29 May 2023
Topology Optimization using Neural Networks with Conditioning Field Initialization for Improved Efficiency Hongrui Chen Aditya Joglekar L. Kara AI4CE 24 7 0 17 May 2023
DMF-TONN: Direct Mesh-free Topology Optimization using Neural Networks Aditya Joglekar Hongrui Chen L. Kara AI4CE 18 12 0 06 May 2023
Data Augmentation for Environmental Sound Classification Using Diffusion Probabilistic Model with Top-k Selection Discriminator Yunhao Chen Yunjie Zhu Zihui Yan Jian Shen Zhen Ren Yifan Huang DiffM 37 8 0 27 Mar 2023
Accelerating Score-based Generative Models with Preconditioned Diffusion Sampling He Ma Li Zhang Xiatian Zhu Jianfeng Feng DiffM 89 25 0 05 Jul 2022
TopologyGAN: Topology Optimization Using Generative Adversarial Networks Based on Physical Fields Over the Initial Domain Zhenguo Nie Tong Lin Haoliang Jiang L. Kara AI4CE 100 168 0 05 Mar 2020