Aligning Optimization Trajectories with Diffusion Models for Constrained
Design Generation

Aligning Optimization Trajectories with Diffusion Models for Constrained Design Generation

29 May 2023

Giorgio Giannone

Akash Srivastava

Papers citing "Aligning Optimization Trajectories with Diffusion Models for Constrained Design Generation"

13 / 13 papers shown

Title
Generative Machine Learning in Adaptive Control of Dynamic Manufacturing Processes: A Review Suk Ki Lee Hyunwoong Ko AI4CE 54 0 0 30 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 71 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 88 2 0 20 Feb 2025
PRESTO: Fast Motion Planning Using Diffusion Models Based on Key-Configuration Environment Representation Mingyo Seo Yoonyoung Cho Yoonchang Sung Peter Stone Yuke Zhu Beomjoon Kim DiffM 27 0 0 24 Sep 2024
Adding Conditional Control to Diffusion Models with Reinforcement Learning Yulai Zhao Masatoshi Uehara Gabriele Scalia Tommaso Biancalani Sergey Levine Ehsan Hajiramezanali Ehsan Hajiramezanali AI4CE 52 3 0 17 Jun 2024
Physics-Informed Diffusion Models Jan-Hendrik Bastek WaiChing Sun D. Kochmann DiffM AI4CE 47 10 0 21 Mar 2024
NITO: Neural Implicit Fields for Resolution-free Topology Optimization A. Nobari Giorgio Giannone Lyle Regenwetter Faez Ahmed AI4CE 25 3 0 07 Feb 2024
Multi-modal Machine Learning in Engineering Design: A Review and Future Directions Binyang Song Ruilin Zhou Faez Ahmed AI4CE 32 40 0 14 Feb 2023
Concurrent build direction, part segmentation, and topology optimization for additive manufacturing using neural networks Hongrui Chen Aditya Joglekar Kate S. Whitefoot L. Kara 3DPC 64 11 0 04 Oct 2022
Few-Shot Diffusion Models Giorgio Giannone Didrik Nielsen Ole Winther DiffM 171 49 0 30 May 2022
Label-Efficient Semantic Segmentation with Diffusion Models Dmitry Baranchuk Ivan Rubachev A. Voynov Valentin Khrulkov Artem Babenko DiffM VLM 195 513 0 06 Dec 2021
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,764 0 24 Feb 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 95 167 0 05 Mar 2020