Two of our papers will be presented at ECML 2026 : On the Closed-Form of Flow Matching: Generalization Does Not Arise from Target Stochasticity and Unrolled-SINDy: A Stable Explicit Method for Non linear PDE Discovery from Sparsely Sampled Data . See you in Naples !