Paper B-H5: From Spectral Gap to Dynamical Recovery — A Cell-Based Stress Test of DFG H5

This record contains Document 04 of the DFG Empirical Programme submission package: Paper B-H5 — From Spectral Gap to Dynamical Recovery: A Cell-Based Stress Test of DFG H5. This synthesis paper re-examines the DFG H5 prediction family, originally framed around spectral connectivity and recovery time. Earlier operationalisations using graph-Laplacian spectral gap λ₂ — H5-α topological λ₂ and H5-β functional λ₂ — produced wrong-sign results in tested neural recovery settings. This paper argues that those failures do not falsify H5 globally; instead, they identify an operationalisation mismatch. The paper separates graph-topological and dynamical-system-recovery readings of H5. Graph Laplacian λ₂ measures structural connectivity, while the spectral radius λ₁ of the dynamical Jacobian governs perturbation recovery in linearised dynamical systems. Under the H5-γ operationalisation, Jacobian spectral radius predicts recovery time across synthetic symmetric systems, synthetic non-normal systems, and real meso-neural cortical culture data. Key results include:- Synthetic symmetric systems: Spearman(true ρ, recovery time) = 0.957 across 6,000 trials.- Synthetic non-normal systems: K = D/λ₁ remains predictive across non-normality ν ∈ [0, 4], with K_trans improving under strong non-normality.- Real meso-neural culture, DANDI:001611: Spearman(λ̂₁, mean recovery time) = 0.895 at session level across 12 sessions nested in 4 subjects, with subject-level caveats explicitly reported.- H5-ζ K = D/λ₁ is synthetically stress-tested and supported through complementary D estimators, while real-substrate D estimation remains an open gate. The bounded conclusion is that the recovery-time reading of H5 is a dynamical-system-recovery prediction, not a graph-topological prediction. The structural Laplacian λ₂ belongs to a separate objective-dependent connectivity reading of the H5 family, addressed in the companion Paper B-Topology document. This record is part of the DFG Empirical Programme submission package. It assumes the regime-atlas methodology established in Document 01, the Compatibility Atlas v1.3. Cell-level incompatibility should be interpreted as a regime-boundary marker rather than theory-level falsification.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-05-01
DOI
https://doi.org/10.5281/zenodo.19960382
Primary Topic
Functional Brain Connectivity Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Paper B-H5: From Spectral Gap to Dynamical Recovery — A Cell-Based Stress Test of DFG H5

Bin Seol
Zenodo (CERN European Organization for Nuclear Research)
Functional Brain Connectivity Studies
article

Paper B-H5: From Spectral Gap to Dynamical Recovery — A Cell-Based Stress Test of DFG H5

Bin Seol
article en

Abstract

This record contains Document 04 of the DFG Empirical Programme submission package: Paper B-H5 — From Spectral Gap to Dynamical Recovery: A Cell-Based Stress Test of DFG H5. This synthesis paper re-examines the DFG H5 prediction family, originally framed around spectral connectivity and recovery time. Earlier operationalisations using graph-Laplacian spectral gap λ₂ — H5-α topological λ₂ and H5-β functional λ₂ — produced wrong-sign results in tested neural recovery settings. This paper argues that those failures do not falsify H5 globally; instead, they identify an operationalisation mismatch. The paper separates graph-topological and dynamical-system-recovery readings of H5. Graph Laplacian λ₂ measures structural connectivity, while the spectral radius λ₁ of the dynamical Jacobian governs perturbation recovery in linearised dynamical systems. Under the H5-γ operationalisation, Jacobian spectral radius predicts recovery time across synthetic symmetric systems, synthetic non-normal systems, and real meso-neural cortical culture data. Key results include:- Synthetic symmetric systems: Spearman(true ρ, recovery time) = 0.957 across 6,000 trials.- Synthetic non-normal systems: K = D/λ₁ remains predictive across non-normality ν ∈ [0, 4], with K_trans improving under strong non-normality.- Real meso-neural culture, DANDI:001611: Spearman(λ̂₁, mean recovery time) = 0.895 at session level across 12 sessions nested in 4 subjects, with subject-level caveats explicitly reported.- H5-ζ K = D/λ₁ is synthetically stress-tested and supported through complementary D estimators, while real-substrate D estimation remains an open gate. The bounded conclusion is that the recovery-time reading of H5 is a dynamical-system-recovery prediction, not a graph-topological prediction. The structural Laplacian λ₂ belongs to a separate objective-dependent connectivity reading of the H5 family, addressed in the companion Paper B-Topology document. This record is part of the DFG Empirical Programme submission package. It assumes the regime-atlas methodology established in Document 01, the Compatibility Atlas v1.3. Cell-level incompatibility should be interpreted as a regime-boundary marker rather than theory-level falsification.

Zenodo (CERN European Organization for Nuclear Research)
Quality Education
Openalex Percentile: Top 5%
Functional Brain Connectivity Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.