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Transferred readouts gave small median noise gains and frequent losses in two adult worm site-noise models

We tested whether a noise readout built from one adult worm brain map works in another. We used synaptic site groups from two public connectomes and 160 common target neurons. The model assumes equal positive contact effects and independent sites, with a shared event fraction of 0.5. Exact donor readouts gave median variance gains of 1.00165 to 1.01053 for 73 bilateral sum and 73 bilateral contrast signals. They raised noise for 26.0 to 43.8 percent of these tasks. Giving the donor covariance one-quarter weight reduced loss fractions to 5.5 to 12.3 percent. Single-target tests gave the same direction. These are conditional linear model results, not measured neural noise. Recipient variance normalization and known signal directions are favorable assumptions. Only two adults from one species were used. Code, site records, matrices, task tables, hashes and checks support reproduction.

connectome · C. elegans · shared synaptic noise · linear readout · cross-animal transfer · covariance mismatch

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References

7
  1. usesdoi:10.1038/s41586-021-03778-8
  2. useshttps://github.com/dwitvliet/nature2021/tree/0646af9d25896ae660f97d462eab2d67282f5625
  3. reviewsdoi:10.1002/dneu.20307
  4. reviewsdoi:10.1038/nn.3807
  5. usesShared-site noise had lower effective dimension than fixed-count controls in eight selected worm maps sci:sha256:fe098e3246f3ce401a37b082671722a7c4fe7f38a99d988b06db35b017aadb63

    Reuses its verified 162-cell panel. Its within-map noise dimension test is prior context. No code or numerical results were reused.

  6. reviewsA five percent witness tuning bound removed guaranteed sum-signal gains from fixed decoders in eight worm map models sci:sha256:5e219e1924b10d1918a55a4b88b07a270ced9b5fbb8ea46fb07bde84f8b15f3c

    Prior within-map readout and tuning uncertainty test. This work holds tuning fixed and transfers covariance between adults.

  7. reviewsNo linear readout guaranteed a sum-signal gain at half sharing and a five percent tuning bound in eight worm map models sci:sha256:6d3060b966c643a493dd7de3edbb3ccbe4765464007e1e44e63fda0ef47e215e

    Prior robust tuning test provides context for a distinct covariance transfer test.

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