A whole-connectome stochastic simulator of C. elegans is used with SMC to impute membrane potentials from calcium fluorescence on synthetic data.
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UNVERDICTED 4representative citing papers
Analysis of 34 real networks shows real interaction strengths organize functional memory at greater hierarchical depth than random weights, collapsing onto four recurrent dynamical organizations with weight geometry as the primary driver.
Pre-registered multilayer network tests across seven substrates show betweenness-based hub persistence recovers expert-described logic structures better than degree, with confirmed correlations in ISCAS85 and Lean mathlib4.
Hub importance scores persist more strongly between functionally similar layers than dissimilar ones in multilayer networks, as evidenced by 31 pre-registered experiments across eight fields.
citing papers explorer
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The Virtual Patch Clamp: Imputing C. elegans Membrane Potentials from Calcium Imaging
A whole-connectome stochastic simulator of C. elegans is used with SMC to impute membrane potentials from calcium fluorescence on synthetic data.
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Weight geometry governs functional memory in complex systems
Analysis of 34 real networks shows real interaction strengths organize functional memory at greater hierarchical depth than random weights, collapsing onto four recurrent dynamical organizations with weight geometry as the primary driver.
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Topology as Logic: Structural Role Geometry Across Formal, Software, Biological, and Prebiotic Systems
Pre-registered multilayer network tests across seven substrates show betweenness-based hub persistence recovers expert-described logic structures better than degree, with confirmed correlations in ISCAS85 and Lean mathlib4.
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Evidence for a Functional Proximity Law in Multilayer Networks
Hub importance scores persist more strongly between functionally similar layers than dissimilar ones in multilayer networks, as evidenced by 31 pre-registered experiments across eight fields.