Sparse Autoencoders as a Steering Basis for Phase Synchronization in Graph-Based CFD Surrogates

Yeping Hu, Ruben Glatt, Shusen Liu

Graph-based surrogate models provide fast alternatives to high-fidelity CFD solvers, but their opaque latent spaces and limited controllability restrict use in safety-critical sett…