Author

F. Faraji

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Preprint Aug 2026

RECAST: A Machine-Learning Framework for Correction and Super-Resolution of Coarse-Grid PDE Solvers

Results demonstrate that the learned correction and reconstruction capabilities of RECAST can enable substantially coarser PDE evolution without the corresponding loss of solution fidelity, providing a proof-of-concept route toward machine-learning acceleration of higher-dimensional numerical simulations across science...

M. Reza, F. Faraji · 0 citations

Preprint Aug 2026

Verifier-Guided Model Discovery for Physical Dynamical Systems with Pretrained Symbolic Transformers

A verifier-guided neural-to-symbolic methodology for interpretable and physically auditable forecasting in the natural sciences is established, establishing a verifier-guided neural-to-symbolic methodology for interpretable and physically auditable forecasting in the natural sciences.

F. Faraji, Francesco Belardinelli · 0 citations