Tag: Generative Design

2 entries

TopoDiff: Diffusion-Model-Driven Topology Optimization

Structural Optimization / Generative Design
A conditional diffusion approach to structural topology optimization from MIT that uses surrogate-model guidance to optimise both mechanical compliance and manufacturability, outperforming conditional GANs by a wide margin.
arXiv preprint (code and data publicly available) Topology OptimizationDiffusion ModelGenerative Design

Search at the Cost of Sampling: Nearly-Instant Latent Space Bayesian Optimization

ScientificML
Proposes a nearly-instant latent space Bayesian optimization method that replaces expensive sequential decision-making with sampling overhead, making BO practical for generative model-driven de novo design pipelines with cheap virtual screens.
See LICENSE file Bayesian OptimizationLatent Space OptimizationGenerative Design

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