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math.NA2025
When do World Models Successfully Learn Dynamical Systems?
Edmund Ross, Claudia Drygala, Leonhard Schwarz +4
In this work, we explore the use of compact latent representations with learned time dynamics ('World Models') to simulate physical systems. Drawing on concepts from control theory…
math.NA2025★ 1 cited
Learning to Integrate
Oliver G. Ernst, Hanno Gottschalk, Toni Kowalewitz +1
We address uncertainty quantification for a generic input distribution to some resource-intensive simulation, e.g., requiring the solution of a partial differential equation. While…