Threshold Compatibility and Support-Selection Diagnostics in Neural Discovery of Partial Differential Equations

Accurate regression need not yield the correct equation after support selection. For a median/sample-standard-deviation threshold in neural PDE discovery, we derive an exact two-signal retention boundary and a complete-vector perturbation bound. Exact advection-diffusion libraries lose diffusion des