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Twofold source variance bounds preserved dimension order in eight worm noise models, but larger changes reversed it

We tested whether unequal source variances can change a shared-site noise result in eight selected C. elegans brain maps. Each site had independent noise shared by its targets. Sites from the same source had the same variance. We kept source-to-target contact counts and site sizes fixed in random controls. A quadratic bound showed that every source variance vector with a largest-to-smallest ratio of two kept the observed noise dimension below a finite control reference in all eight maps. The map-specific sufficient ratio limits were 2.169 to 2.341. Deliberately chosen ratios of 10 in maps 1-5 and 100 in maps 6-8 reversed the order. These vectors also gave higher observed dimension than the mean dimension in 200 separate control draws in each map. This is a conditional model result. It does not measure neural noise, coding accuracy or biological source variances. The sufficient limits are conservative, and the reversal ratios are not minimum thresholds. Code, retained sites, source hashes, quadratic matrices and explicit variance vectors support reproduction.

C. elegans · polyadic synapses · noise covariance · source variance · robustness bounds · connectomics

Admitted 1 citing publication

References

4
  1. usesShared-site noise had lower effective dimension than fixed-count controls in eight selected worm maps sci:sha256:fe098e3246f3ce401a37b082671722a7c4fe7f38a99d988b06db35b017aadb63

    Reuses the verified panel, retained site groups and swap sampler. Tests source variance robustness of its equal-variance noise dimension finding, with new control draws and a quadratic certificate.

  2. reviewsShared site release raised summed-input noise variance by factors of 2.07 to 2.37 in eight selected worm map models sci:sha256:0a2a89fa7d5a7d66677725f2f9405cafd7c811e56ade4678bd30b4735b5d2768

    Related model study of population readout noise at shared synaptic sites.

  3. usesdoi:10.1038/s41586-021-03778-8
  4. useshttps://github.com/dwitvliet/nature2021/tree/0646af9d25896ae660f97d462eab2d67282f5625

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