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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.

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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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Distributed Control Multi-Agent Systems
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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.

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

1,051 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.
1,051 works in the cohort · of 4,299,418page 9 of 22

Labels cover 0 of 1,051 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 1,051 of 1,051 works in this cohort. Predictions are machine_predicted_unvalidated. The Gemma side is a direct model label for every work (title-only); the Codex side is a distilled, calibrated classifier. Candidate is the union; consensus is the intersection.

venueno affunlabeled
INFORMATION SURFING FOR RADIATION MAP BUILDING
R. Andres Cortez, Herbert G. Tanner, R. Lumia, Chaouki T. Abdallah
2011· article· en· International Journal of Robotics and Automation· Computer Science
machine prediction:candidate · noneconsensus · none
13
citations
affno abstractunlabeled
Cooperative Control of Large Systems
M.E. Khatir, E.J. Davison
2004· book-chapter· en· Lecture notes in control and information sciences· Computer Science
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Control and Analysis of Energetic Swarm Systems
Reza Pedrami, Brandon W. Gordon
2007· article· en· Proceedings of the ... American Control Conference/Proceedings of the American Control Conference· Computer Science
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Selective Gossip
Deniz Üstebay, Rui Castro, Michael Rabbat
2009· article· en· IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing· Computer Science
machine prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Greedy gossip with eavesdropping
Deniz Üstebay, Mark Coates, Michael Rabbat
2008· article· en· Computer Science
machine prediction:candidate · noneconsensus · none
11
citations
affno abstractunlabeled
Fast Decentralized Averaging via Multi-scale Gossip
Konstantinos I. Tsianos, Michael Rabbat
2010· book-chapter· en· Lecture notes in computer science· Computer Science
machine prediction:candidate · noneconsensus · none
11
citations
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