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cs.CE2026
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…
cs.CE2025
Interpreting CFD Surrogates through Sparse Autoencoders
Yeping Hu, Shusen Liu
Learning-based surrogate models have become a practical alternative to high-fidelity CFD solvers, but their latent representations remain opaque and hinder adoption in safety-criti…