Learning Lagrangian Fluid Mechanics with E(3)-Equivariant Graph Neural Networks. - Artur P. Toshev; Gianluca Galletti; Johannes Brandstetter; Stefan Adami; Nikolaus A. Adams (GSI (2), 2021)

LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite. - Artur P. Toshev; Gianluca Galletti; Fabian Fritz; Stefan Adami; Nikolaus A. Adams (NeurIPS, 2023)

E(3) Equivariant Graph Neural Networks for Particle-Based Fluid Mechanics. - Artur P. Toshev; Gianluca Galletti; Johannes Brandstetter; Stefan Adami; Nikolaus A. Adams (CoRR, 2023)

JAX-SPH: A Differentiable Smoothed Particle Hydrodynamics Framework. - Artur P. Toshev; Harish Ramachandran; Jonas A. Erbesdobler; Gianluca Galletti; Johannes Brandstetter; Nikolaus A. Adams (CoRR, 2024)

5D Neural Surrogates for Nonlinear Gyrokinetic Simulations of Plasma Turbulence. - Gianluca Galletti; Fabian Paischer; Paul Setinek; William Hornsby; Lorenzo Zanisi; Naomi Carey; Stanislas Pamela; Johannes Brandstetter (CoRR, 2025)

SIMSHIFT: A Benchmark for Adapting Neural Surrogates to Distribution Shifts. - Paul Setinek; Gianluca Galletti; Thomas Gross; Dominik Schnürer; Johannes Brandstetter; Werner Zellinger (CoRR, 2025)