Design Synthesis

Benchmarks archive 2025-07-28

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Most implemented papers archive 2025-07-28

7 shown of 7 papers with code (22 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Diffusion Models Beat GANs on Topology Optimization
  20 Aug 2022 2 repositories listed
  By introducing diffusion models to topology optimization, we show that conditional diffusion models have the ability to outperform GANs in engineering design synthesis applications too.
• Conditional Cross-Design Synthesis Estimators for Generalizability in Medicaid
  27 Sep 2021 1 repository listed
  To generalize to a target population represented by a union of these data, we propose a class of novel conditional cross-design synthesis estimators that combine randomized and observational data, while addressing their…
• PcDGAN: A Continuous Conditional Diverse Generative Adversarial Network For Inverse Design
  7 Jun 2021 1 repository listed
  Engineering design tasks often require synthesizing new designs that meet desired performance requirements.
• CreativeGAN: Editing Generative Adversarial Networks for Creative Design Synthesis
  10 Mar 2021 1 repository listed
  GAN models, however, are not capable of generating unique designs, a key to innovation and a major gap in AI-based design automation applications.
• Range-GAN: Range-Constrained Generative Adversarial Network for Conditioned Design Synthesis
  10 Mar 2021 1 repository listed
  This work laid the foundation for data-driven inverse design problems where we consider range constraints and there are sparse regions in the condition space.
• BIKED: A Dataset for Computational Bicycle Design with Machine Learning Benchmarks
  10 Mar 2021 1 repository listed
  In this paper, we present "BIKED," a dataset comprised of 4500 individually designed bicycle models sourced from hundreds of designers.
• PaDGAN: A Generative Adversarial Network for Performance Augmented Diverse Designs
  26 Feb 2020 1 repository listed
  With this new loss function, we develop a variant of the Generative Adversarial Network, named "Performance Augmented Diverse Generative Adversarial Network" or PaDGAN, which can generate novel high-quality designs with…