physics.comp-ph · 2026-06-29 · No. 38
Computational Physics, 2026-06-29.
1 new papers in physics.comp-ph. Titles, authors,
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01 — The papers
1 entries-
01
Mosaic: A Benchmark Suite for Differentiable Physics Solvers
Andrin Rehmann, Heiko Zimmermann, Dion Häfner
physics.comp-ph · cs.LG
Differentiable partial differential equation (PDE) solvers underpin solver-in-the-loop ML training, gradient-based optimal control, and inverse problems, yet the practical cost of obtaining correct, usable gradients from a given solver on a given problem is largely undocumented. Integration effort, computational cost, gradient accuracy, and numerical conditioning vary widely across solvers and are discoverable only by trial and error. We...
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