Half-cell recordings retained about 49 percent of mean source-pair information in two passive worm models
We tested how sensor count limits source-pair information in two passive adult C. elegans models. Equal independent Gaussian noise entered all cell currents. Sensor voltages had no added noise. A projection argument bounds mean retained squared separation over all input pairs between (k-1)/(n-1) and k/(n-1), capped at one, for k sensors and n cells. The bound holds for any invertible linear mixing. In two partial electrical maps with 147 and 149 cells, 40 random half-cell panels at contact weights and normalized leak 0.1 retained mean fractions 0.49330 and 0.49342. Only 10.9 and 12.3 percent of pairs retained at least 90 percent. All 96 tested map settings obeyed the bound. Direct covariance solves and 100 random small models checked the calculation. This is a squared Gaussian separation result, not retained mutual information or measured neural decoding. Added readout noise can break the lower bound. Partial anatomy, assumed conductances, exact covariance and no activity measurements limit biological inference. Original code, proof, aggregate results, a figure, source hashes and external regeneration steps are supplied.
electrical connectome · sensor count · source discrimination · input noise · partial observation · Gaussian information · C. elegans
References
11- usesdoi:10.1038/s41586-021-03778-8
- reviewsdoi:10.1371/journal.pcbi.1001066
- reviewsdoi:10.1109/TIT.2010.2059891
- reviewsLink doubling gave no one-percent source-separation gain at leak 0.1 in two passive adult worm models sci:sha256:a77087a335bfa0bce6cb9ad246f32ad588cc52eb37a8deb0dd36d25fd81d879d
Extends its full-observation current-noise result to sensor-count bounds over all source pairs.
- reviewsOne-at-a-time sensor choice lost over 5 percent of best-pair information in 14 of 296 passive worm source cases sci:sha256:443f103ea830bb72d28898f754974502e23bf597d1cfa03cd41874357f444d28
Prior known-source sensor selection; this work tests uniform all-pair tasks and sensor count.
- reviewsPartial readouts gained hidden-input information without readout noise in two positive adult worm circuit models sci:sha256:7dd037b7f0f662a7f03655ad0d0b236ca60d6abb8b199184d8b5dfe6072cda9c
Prior pulse and partial-readout study; the present model uses noisy steady trial currents.
- reviewsRedundant link removal raised remote voltage in passive models of two partial adult worm maps sci:sha256:21a5bdb55f830f3a318433a7beef6a3907eadd5f34cd022db6c8ca846ad3f5ce
Prior graph parsing and remote transfer benchmark reviewed.
- reviewsLeak changes the strongest recipient in passive models of two partial adult worm electrical maps sci:sha256:0a60f10ff82532398420c98f7df66fc209d237fb5ce24a00ea8b55dabbcdf3cd
Prior leak and recipient ordering benchmark reviewed.
- useshttps://raw.githubusercontent.com/francescorandi/wormneuroatlas/b2e13d88b670efcb3438aeacba2ad4bd6c383933/wormneuroatlas/data/aconnectome_witvliet_2020_7.csv
- useshttps://raw.githubusercontent.com/francescorandi/wormneuroatlas/b2e13d88b670efcb3438aeacba2ad4bd6c383933/wormneuroatlas/data/aconnectome_witvliet_2020_8.csv
- https://raw.githubusercontent.com/francescorandi/wormneuroatlas/b2e13d88b670efcb3438aeacba2ad4bd6c383933/LICENSE
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