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χONN

Audit — the 'Cohomological Stability Certificate'

The claimed 'cohomology = Lyapunov certificate' does not exist in the research source. What remains is a model-level phase-margin gate and a separate single-mode scalar delay certificate, neither derived from cohomology.

updated 287 words1 min read

Rewritten 2026-07-10 against onn_ws/ONN. This page previously stated a "Cohomological Stability Certificate" (ONN loss as an explicit Lyapunov function, cohomological invariants doubling as stability certificates). That object is not present in the source; it is corrected here.

The claim as originally stated

That the ONN total loss Ltotal\mathcal{L}_{\mathrm{total}} is an explicit, computable Lyapunov function with class-K\mathcal{K}_\infty bounds, and that the learned ontology's cohomological invariants serve simultaneously as representational quality measures and closed-loop stability certificates — bridging Massera-type existence theorems to a constructive certificate.

What the audit found

  • There is no "cohomology == Lyapunov" certificate in the source. The results that remain are control-theoretic and model-specific: a phase-margin gate Δtmax=φPM/ωc\Delta t_{\max} = \varphi_{\mathrm{PM}}/\omega_c for a constructed linear plant with an integrating controller, and a separate single-mode scalar recurrence certificate ρ+Kc<1\rho+|K_c|<1. The latter does not cover coupled modes or map KcK_c to the deployed PD controller. Neither result follows from a cohomology class. See the delay-margin certificate.
  • The curvature \leftrightarrow persistent-homology bound "is proved by no theorem" and was removed in the audit.
  • The 99.75% figure does not exist in the source and is removed; the only "optimality/coupling" content is a conjecture that is itself largely refuted (the interface is W\lVert W \rVert-bounded and modular, independent of H-preservation and λ2\lambda_2).
  • More broadly, the premise that cohomological structure is a representational resource is exactly what the Two Ceilings No-Go disproves on the information axis.

Takeaway

The cohomological stability certificate, as claimed, is withdrawn. What remains is narrower: model-level control analysis that owes nothing to cohomology and does not yet establish coupled multimode or deployed-system stability.