Spectral Kernel Dynamics for Planetary Surface Graphs: Distinction Dynamics and Topological Conservation
arXiv cs.LG / 4/24/2026
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Key Points
- The paper shows that the spectral kernel field equation R[k] = T[k] does not naturally admit a conservation-law counterpart, because the fixed-point flow is strictly volume-expanding (tr DF > 0).
- It derives an exact relationship between the per-mode conservation deficit and the Hessian stability margin (D_m = -Delta'), implying that closing the deficit requires an additional compensating contribution.
- The authors formalize this compensation via a “distinction dynamics” equation dc/dt = G[c, h_t], and propose a MaxCal-optimal realization G_opt.
- For fixed-topology 3D surface graphs, they prove a conditional topology-preserving compression result: keeping sufficiently many spectral modes preserves Betti-number “charges,” but they also provide a short-cycle counterexample (figure-eight) showing when the spectral-ordering assumption can fail.
- They introduce a low-cost (O(N)) spectral diagnostic for planetary drainage networks—based on Fiedler-mode concentration, elevated curl energy, and anomalous beta_1—and note that full benchmarks and adaptive-topology extensions are left for future work.
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