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4,299,418 works, Canadian by any of four routes.

Every filter state is a URL; the URL is the query; the query is citable via /q/⟨hash⟩. The page, the API and the export parse the same parameters.

The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.

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Neural Networks and Reservoir Computing
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Direct Codex and Gemma labels are unvalidated and sparse. Distilled predictions cover the full frame and are also unvalidated. Choose the evidence source explicitly; absence of a direct label is never a negative label.

affaffiliation
fundfunder
venuejournal
aboutaboutness

The four routes compose: require the funder route and exclude affiliation to get the funder-only stratum no affiliation-based frame ever sees.

516 results · 1 filter active ·
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
516 works in the cohort · of 4,299,418page 4 of 11

Labels cover 0 of 516 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.

Distilled predictions cover 516 of 516 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Recurrent Neural Networks
2019· book-chapter· en· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
11
citations
affunlabeled
Metaoptic Computational Imaging
2025· article· en· ACS Photonics· Computer Science
distilled prediction:candidate · noneconsensus · none
10
citations
affunlabeled
Reservoir Memory Machines as Neural Computers
2021· article· en· IEEE Transactions on Neural Networks and Learning Systems· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
9
citations
fundno affunlabeled
Towards the web of quantum chaos diagnostics
2022· preprint· en· The European Physical Journal C· Computer Science
distilled prediction:candidate · open_science+research_integrityconsensus · open_science
9
citations
fundno affunlabeled
Reservoir Computing Speeds Up
2017· article· en· Physics· Computer Science
distilled prediction:candidate · noneconsensus · none
8
citations
affno abstractunlabeled
Reservoir Computing in MEMS
2021· book-chapter· en· Natural computing series· Computer Science
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
8
citations
fundno affunlabeled
Reservoir Computing Universality With Stochastic Inputs
2019· preprint· en· IEEE Transactions on Neural Networks and Learning Systems· Computer Science
distilled prediction:candidate · metaepi_narrow+scholarly_communication+research_integrityconsensus · none
6
citations
fundno affunlabeled
2022 Roadmap on integrated quantum photonics
2021· preprint· en· Journal of Physics Photonics· Computer Science
distilled prediction:candidate · metaepi_narrow+research_integrityconsensus · none
6
citations

How this was built: Screen · Findings · About