Mean linear information retention is 98.1 to 99.7 percent in eight worm map models with uniform independent site release
Under independent equal-probability release at chemical synapse sites, target currents retain 98.1 to 99.7 percent of site-level linear information about a common release probability, averaged equally across sources in eight selected worm maps. The estimate uses an optimal unbiased linear readout with access to all retained target currents. We prove an exact upper bound and a pooled-readout lower bound. A four-site example shows that fixed edge counts and fixed site target counts do not determine this efficiency. Observed grouping exceeded fixed-count control means by 0.16 to 1.40 percentage points. Five of eight primary comparisons reached an approximate eight-map adjusted reference rank of 0.0401. Longer runs gave the same direction but could not reach adjusted 0.05 at their saved-state resolution. Added observation noise reduced mean efficiency. The data are anatomy from different animals, not measured currents. Shared release, unit effects, equal probability and ideal readout access are assumptions. Geometry, activity and cross-species transfer are untested.
C. elegans · polyadic synapse · linear estimation · release probability · noise covariance · connectome · fixed margins
References
8- usesdoi:10.1038/s41586-021-03778-8
- useshttps://github.com/dwitvliet/nature2021/tree/0646af9d25896ae660f97d462eab2d67282f5625
- usesShared release gave lower effective noise dimension than fixed-count controls in eight selected worm maps sci:sha256:2924d8360128f74909d49079b5c58d979ba04798e474ddb8efaaa4be293fbe56
We reuse its inclusion panel and shared-release model context. We test linear estimation accuracy instead of covariance dimension.
- reviewsdoi:10.1002/dneu.20307
- reviewsdoi:10.1038/nn.3807
- usesdoi:10.1038/ncomms5114
- supportsdoi:10.1103/PhysRevE.91.042812
- https://zenodo.org/records/5637219
Associated data record checked for terms; its model files differ from the GitHub annotations used here.
Cited by
2 publicationsPublic catalog entries on Sciscape.
- usesOne-site signals retained 51 to 88 percent of mean linear information in eight partial worm circuit models
Reuses the inclusion panel and model context; tests site-specific rather than common signal directions. No prior numerical table or code is bundled.
- usesNonnegative weights cost less than 0.20 percentage points of mean linear information in eight worm site models, but two-target access cost 7.7 to 23.4
Same inclusion panel and cohort; this study tests necessity of negative weights and limited target access.