Spectral Certificates Separate Accuracy From Inference
An explicit Matrix-Bernstein and gap protocol gives finite-sample network certificates, then declines when valid sets are still vacuous.
Jul 30, 20265 min2602.10566
Non-commutative rings, algebras, and universal algebra.
An explicit Matrix-Bernstein and gap protocol gives finite-sample network certificates, then declines when valid sets are still vacuous.
The classification identifies nondegenerate n-ary line products with μ_{n−1}-torsors, separating Picard torsion from unit-power obstruction.