The Melisa team has an accepted paper at Neurips 2026: Learning Where to Simulate: Generative Active Sampling for Online PDE Surrogate Training. The paper is about improving neural surogate training by adding a secondary diffusion network that learns to sample the parameters of the next solver instances to run such that this solver generates hard-to-learn samples. Full online workflow based on Melissa.