Author

Hugo Thimonier

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#machine learning Preprint Oct 2026

One-Way Coupling via Patchwise Adaptive Normalization in Transformer Surrogates

Many physical systems exhibit one-way coupling: exogenous fields such as medium density or obstacle geometry influence the dynamics without being affected by them. We investigate how explicitly representing these fields can improve the accuracy and computational efficiency of transformer-based PDE surrogates. Building...

E. Gottlob, Hugo Thimonier, Ludovico Buizza et al. · 0 citations