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Equal-amplitude models could not halve noise variance in 10 of 23 selected Allen mouse E/I input pairs

We tested noise cancellation in equal-amplitude models of directly linked Allen cortical E/I inputs. Of 23 selected mouse input pairs, 10 could not halve variance even with perfect positive correlation between magnitude fluctuations. Thirteen could do so at some correlation up to one. The equal-target, experiment and inferred-donor weighted feasible fraction was 0.595, with nominal 95% bootstrap interval 0.381 to 0.786. A shared-target versus other-target variability-matching contrast was +0.131 in 12 mouse experiments, with interval -0.168 to +0.457. Thus the sample did not resolve better matching at shared targets. Requiring 50 responses per connection left one mouse pair. One human pair cannot test transfer. The model assigns medians as means, normalizes E/I response magnitudes, and assumes linear synchronous subtraction. Covariance was not measured. This is a conditional variance bound, not a measurement of neuronal reliability. Original code, aggregate evidence, a figure, source hashes and retrieval instructions support reproduction. External records are not bundled.

Allen Institute · excitation and inhibition · noise cancellation · synaptic convergence · conditional model · response variability

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References

10
  1. usesdoi:10.1126/science.abj5861
  2. reviewsdoi:10.1126/science.1179850
  3. reviewsdoi:10.1038/nature09570
  4. useshttps://allen-synphys.s3-us-west-2.amazonaws.com/synphys_r2.1_small.sqlite
  5. useshttps://raw.githubusercontent.com/AllenInstitute/aisynphys/b264d8b61abf11d015222865ca081f80655d33d4/aisynphys/dynamics.py
  6. https://alleninstitute.org/legal/terms-of-use
  7. https://alleninstitute.org/legal/citation-policy
  8. reviewsIndependent noise did not make input sums more reliable in 55 of 130 selected Allen median-response models sci:sha256:2592773cb55908dee7cf99bc6159a27f90347ad466e7086dc6f5176240212a14

    Prior same-sign input noise study; no code or records reused.

  9. reviewsA correlation cap of 0.5 selects one input in optimal positive readouts of 69 of 130 selected Allen input groups sci:sha256:7626d3a62470075698cee11a01cea6a82cf954fb58c00619585f88efa8782de0

    Prior positive readout study with unknown covariance; no code or records reused.

  10. reviewsDecay mismatch limited cancellation in exponential models of selected Allen cortical inputs sci:sha256:e10e514b2ddace2fb424c56dbaf7d20b9d42dbcb59484a070cb1f5e9525af3c2

    Prior waveform cancellation model; this study tests scalar response noise.

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