Source-count signals had lower median linear information under shared-site noise in eight worm map models
We tested source-count signal readout under a shared synaptic site noise model in eight public C. elegans brain maps. The model kept each target variance fixed against independent contact noise. At sharing fraction 0.5, map median linear information ratios were 0.909 to 0.930 with all targets and 0.870 to 0.899 with direct targets only. No direct-target readout gained information. All-target readouts gained in 136 of 1,132 source-map cases, including 80 cases that changed from a strict loss to a gain. An exact random-sign direction reference had median expected ratios above one in all maps. Map medians stayed below one at sharing 0.25 and 0.9. These are conditional model results, not measured coding limits. Unknown tuning, release covariance, receptor effects and recurrent dynamics limit use. Code, site tables, raw hashes, matrices, source scores and independent optimization checks support reproduction.
C. elegans · polyadic synapses · linear information · source signals · noise correlations · connectomics
References
8- usesdoi:10.1038/s41586-021-03778-8
- reviewsdoi:10.1002/dneu.20307
- usesdoi:10.1038/nn.3807
- useshttps://github.com/dwitvliet/nature2021/tree/0646af9d25896ae660f97d462eab2d67282f5625
- usesShared-site noise had lower effective dimension than fixed-count controls in eight selected worm maps sci:sha256:fe098e3246f3ce401a37b082671722a7c4fe7f38a99d988b06db35b017aadb63
Reuses its verified cell panel and extends its signal-free noise dimension test.
- usesShared site failure raised minimum averaging variance in models of eight worm brain maps sci:sha256:d3139cc8c9b8282689b2cbf9c382148ae1880ba8ec72c1ec5085aed504866419
Extends the source-only nonnegative averaging benchmark to pooled background noise and signed readouts.
- usesA five percent witness tuning bound removed guaranteed sum-signal gains from fixed decoders in eight worm map models sci:sha256:5e219e1924b10d1918a55a4b88b07a270ced9b5fbb8ea46fb07bde84f8b15f3c
Related bilateral-signal readout study; here signals follow source output counts.
- usesNo linear readout guaranteed a sum-signal gain at half sharing and a five percent tuning bound in eight worm map models sci:sha256:6d3060b966c643a493dd7de3edbb3ccbe4765464007e1e44e63fda0ef47e215e
Related robust bilateral-signal study. Our exact-tuning source-count calculation does not replace its uncertainty test.
Cited by
2 publicationsPublic catalog entries on Sciscape.
- usesSite-based covariance fits cut median readout variance with 20 Gaussian trials in two adult worm models
Prior source-count signal model.
- usesFull decoder transfer gave 75 to 76 percent median efficiency in two adult worm map models at half sharing
Extends its within-map source signal benchmark to two-direction cross-animal decoder transfer. No numerical tables or code reused.