Author

Pascal Fua

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Preprint Oct 2026

AnchorGen: Anchored Optimization for Customizable Generative 3D Design

Engineering design often starts from a 2D sketch that fixes style and proportions, yet the subsequent 3D shape optimization relies on learned generative priors to keep the geometry valid. However, these priors are agnostic to the sketch: while they admit a valid design by correcting a drifted proposal back to its train...

Han-Tao Zhang, Oliver Heinimann, Jie Wu et al. · 0 citations

#diffusion models Open access Aug 2026

Aerodynamic Shape Design Space Exploration with Deep Latent Diffusion Model

DiffGeo achieves high-quality and diverse shape generation with at least an order of magnitude less data than alternatives, decouples geometry representation from design targets for flexible reuse, and seamlessly incorporates complex design constraints via energy-based conditioning.

Zhen Wei, Edouard R. Dufour, Colin Pelletier et al. · AIAA Journal · 1 citation

Preprint Jul 2026

Generative Refinement for Low-Budget Black-Box Optimization

Black-box optimization is a fundamental science and engineering tool that makes it possible to optimize objectives without gradient information. Unfortunately, as it often requires many function evaluations, it can be challenging when each one is costly. This is especially true when the evaluation function is noisy or...

Edouard R. Dufour, Pascal Fua · 0 citations