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benchmark: complete Covariance and Nonparametric canonical matrices #106

Description

@TheHiddenObserver

Goal

Expand canonical coverage from the current partial P2 source to the maintained Covariance and Nonparametric capability matrices.

Scope

  • Covariance: empirical, shrinkage, robust, and graphical estimators where public and maintained;
  • Nonparametric: KDE, kernel regression, KernelRidge/CV, KernelPCA, natural cubic splines, and additional maintained kernels;
  • define aligned scales, operations, statistical metrics, external references, and synchronized timing;
  • retain partial coverage explicitly until each method is complete;
  • add structured sources, parser tests, manifest registration, generated assets, and coverage-matrix updates.

Parent: #100

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