SAFE-SVD: Sensitivity-Aware Fidelity-Enforcing SVD for Physics Foundation Models

In three linesSAFE-SVD proposes a compression method for physics foundation models (PFMs) that preserves physical fidelity. The technique models layer sensitivity in the output function space, avoiding severe performance degradation caused by conventional methods. Experiments show substantial gains in compression ratios while maintaining accuracy across multiple models and datasets.

Summary generated by Claude — human-verified