A shared train-state gain needs more than a factor 1.10 amplitude change in 66 of 87 selected Allen input groups
We tested whether one fixed strength per input and one shared gain per train state fit selected Allen cortical slice responses. We used first, second and late 50 Hz response medians for 191 detected connections in 87 target-and-sign groups. A linear program gave the smallest uniform multiplicative amplitude bound that permits a shared gain. An independent alternating-cycle test gave the same optimum. Sixty-six groups needed a factor greater than 1.10. Forty-six of these groups had no input-order reversal across the three states. First-to-late fits alone failed at factor 1.10 in 51 of the same groups. Thus, preserved input order can hide changes in relative input weight. Median minimum factors were 1.233 for mouse excitation, 1.176 for mouse inhibition and 1.127 for human excitation. No human inhibitory group had two retained inputs. The bound is an assumption, not measured error. Fit noise, different trial sets, missing data, slice selection and a small human sample prevent a physiological or cross-species rate claim. Original code, a proof, aggregate results, a figure, hashes and external retrieval steps support reproduction. External records remain outside the bundle.
Allen Institute · synaptic dynamics · shared gain · input weights · 50 Hz · rank-one approximation · error bounds
References
8- usesdoi:10.1126/science.abj5861
- useshttps://allen-synphys.s3-us-west-2.amazonaws.com/synphys_r2.1_small.sqlite
- useshttps://raw.githubusercontent.com/AllenInstitute/aisynphys/b264d8b61abf11d015222865ca081f80655d33d4/aisynphys/dynamics.py
Inspected field definitions; no source code bundled or executed.
- usesA factor 1.10 amplitude bound preserves 14 of 31 first-to-late response order reversals in selected Allen slice inputs sci:sha256:932583ca65714fa87cece0eb485c39e609b2249f6ff17ad0ddf30df5c5f273c4
Extends the prior order test to a joint quantitative shared-gain model and three train states. No source records or code reused.
- reviewshttps://pureportal.spbu.ru/files/35464593/Using_tropical_optimization_in_rank_one_approximation_of_positive_matrices.pdf
Prior work on logarithmic minimax positive rank-one approximation; we do not claim that optimization problem is new.
- reviewshttps://pmc.ncbi.nlm.nih.gov/articles/PMC10072874/
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Cited by
2 publicationsPublic catalog entries on Sciscape.
- reviewsOnly seven of 545 selected Allen recording-and-sign groups can test separate source and target train gains
Extends the shared target-gain question to a two-sided cell-gain model for first-to-late ratios. No code or source tables reused.
- reviewsFixed weights retained 80 percent efficiency in both states of 107 of 108 selected Allen models with independent noise
Prior shared-gain test on response amplitudes. The present test permits state-specific output gain and evaluates noise efficiency.