The Leaky Integrator Bound for Synaptic Residue: A Conditional Calibration and Falsification Protocol

The leaky integrator bound A_max = ((1−λ)/(1+λ)) K is a rigorous result for discrete-time systems with exponential forgetting and bounded state. We apply this bound to synaptic memory, specifically the CaMKII (calcium/calmodulin-dependent protein kinase II) molecular switch. CaMKII exhibits the three properties required by the theorem: exponential decay (protein turnover with time constant τ ≈ 50 hours), bounded state (saturation concentration K), and discrete activation events (synaptic stimulation). The bound predicts that the maximum sustainable average firing rate a synapse can support without CaMKII saturation is ((1−λ)/(1+λ)) K, where λ = e^{−Δt/τ}. For physiologically realistic parameters (λ ≈ 0.98, Δt = 1 hour), the sustainable rate is approximately 0.01 K — one percent of saturation capacity per time step. This prediction is testable using existing in vitro calcium imaging and optogenetic stimulation techniques. The paper does not prove any conjecture; it applies a known mathematical result to a specific biological system and identifies the experiment that would test it.

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Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-07-18
DOI
https://doi.org/10.5281/zenodo.21430504
Primary Topic
Neural dynamics and brain function
Type
preprint
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preprint

The Leaky Integrator Bound for Synaptic Residue: A Conditional Calibration and Falsification Protocol

Goss, Jr., Matthew J.
Zenodo (CERN European Organization for Nuclear Research)
Neural dynamics and brain function
preprint

The Leaky Integrator Bound for Synaptic Residue: A Conditional Calibration and Falsification Protocol

Goss, Jr., Matthew J.
preprint en

Abstract

The leaky integrator bound A_max = ((1−λ)/(1+λ)) K is a rigorous result for discrete-time systems with exponential forgetting and bounded state. We apply this bound to synaptic memory, specifically the CaMKII (calcium/calmodulin-dependent protein kinase II) molecular switch. CaMKII exhibits the three properties required by the theorem: exponential decay (protein turnover with time constant τ ≈ 50 hours), bounded state (saturation concentration K), and discrete activation events (synaptic stimulation). The bound predicts that the maximum sustainable average firing rate a synapse can support without CaMKII saturation is ((1−λ)/(1+λ)) K, where λ = e^{−Δt/τ}. For physiologically realistic parameters (λ ≈ 0.98, Δt = 1 hour), the sustainable rate is approximately 0.01 K — one percent of saturation capacity per time step. This prediction is testable using existing in vitro calcium imaging and optogenetic stimulation techniques. The paper does not prove any conjecture; it applies a known mathematical result to a specific biological system and identifies the experiment that would test it.

Zenodo (CERN European Organization for Nuclear Research)
Jupiter Medical Center (US)
Responsible consumption and production
Neural dynamics and brain function
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The Leaky Integrator Bound for Synaptic Residue: A Conditional Calibration and Falsification Protocol — Goss, Jr., Matthew J. · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS