Dana Grund — accepted AI-conference papers

2026

Neuro-Symbolic AI for Analytical Solutions of Differential Equations

Orestis Oikonomou, Levi Lingsch, Dana Grund, Siddhartha Mishra, Georgios Kissas

ICML 2026poster

Analytical solutions to differential equations offer exact, interpretable insight but are rarely available because discovering them requires expert intuition or exhaustive search in combinatorial spaces. We introduce SIGS, a neuro-symbolic framework that automates this process. SIGS uses a formal gr…

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2024

FUSE: Fast Unified Simulation and Estimation for PDEs

Levi E. Lingsch, Dana Grund, Siddhartha Mishra, Georgios Kissas

NeurIPS 2024poster

The joint prediction of continuous fields and statistical estimation of the underlying discrete parameters is a common problem for many physical systems, governed by PDEs. Hitherto, it has been separately addressed by employing operator learning surrogates for field prediction while using simulation…

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