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Learning Where to Simulate: Generative Active Sampling for Online PDE Surrogate Training

OGAS actively samples challenging PDE configurations via a diffusion model to reduce worst-case surrogate error with minimal overhead.

Pierre Cesar, Sofya Dymchenko, Abhishek Purandare, Bruno Raffin

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 1/5