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This preprint proposes a mechanistic explanation for optimizer performance differences in equivariant networks through controlled experiments, but makes no clinical or hard-outcome claims and remains unrefereed.
This is an unreviewed preprint presenting a novel knowledge distillation method for PDE models with computational results on benchmarks, but lacks peer review, clinical or real-world validation, and independent replication.