Author

Anthony Zhou

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#machine learning Preprint Oct 2026

Cross-Domain Pretraining for Steady-State Neural CFD Surrogates

This work finds that cross-domain pretraining improves zero- and few-shot performance on held-out datasets relative to both training from scratch and transferring from domain-specific experts, and finds that simply pooling steady-state datasets is both sufficient and effective.

Anthony Zhou, A. Farimani, Shirley Ho et al. · 0 citations