UNNS Substrate Research Program · April 2026 · Theoretical Unification
One Margin Explains Stability, Capacity, and Change
Connecting Stability, Capacity, and Phase Behavior in the UNNS Substrate — a structural margin reveals why physical systems remain stable under deformation and connects energy-based models, neural networks, and quantum dynamics.
Structural Rigidity · Principle 1
Hopfield Capacity Extension
Ising / Spin-Glass Bridge
Quantum Annealing
93 Datasets · 22,817 Evaluations
Zero Inter-Class Transitions
Status: Working Manuscript · April 2026
Domains: 11 physical domains, atomic to cosmic
Central object: Connectivity margin m(L) > 0
Companion: PRP · Dual Observability · Phase Mapping
Read more: The Structural Bridge: How a Single Margin Governs Stability, Capacity, and Phase Behavior Across Ph...