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bridge-theorem

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Khomyakov-Vladimir / observer-entropy-bridge

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KL-Geometric Structure of Observer Entropy. Bridge Theorem: S_obs = ½ε²vᵀI(θ)v + O(ε³). Fisher–Rao metric, sufficient conditions, dissipation functional, Landauer bound. Two worked examples + 12 off-center robustness checks. Python v3 verification script and 7 figures.

python entropy reproducibility softmax coarse-graining kl-divergence exponential-family fisher-information riemannian-geometry information-geometry numerical-verification cognitive-projection observer-entropy asymptotic-expansion landauer-principle statistical-manifold fisher-rao-metric dissipation-functional bridge-theorem sufficient-conditions
  • Updated May 12, 2026
  • Python

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