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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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Domain Adaptation and Few-Shot Learning
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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
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aboutaboutness

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

705 results · 1 filter active ·
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20012025
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Machine labels · sparse coverage
Evidence
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
705 works in the cohort · of 4,299,418page 3 of 15

Labels cover 0 of 705 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 705 of 705 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Accelerated long-term forgetting
2019· editorial· en· Cortex· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
29
citations
affunlabeled
TeST: Test-time Self-Training under Distribution Shift
2023· article· en· 2023 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
26
citations
affno abstractunlabeled
Bagging based ensemble transfer learning
2015· article· en· Journal of Ambient Intelligence and Humanized Computing· Computer Science
distilled prediction:candidate · noneconsensus · none
26
citations
aboutno affunlabeled
RankDNN: Learning to Rank for Few-Shot Learning
2023· article· en· Proceedings of the AAAI Conference on Artificial Intelligence· Computer Science
distilled prediction:candidate · noneconsensus · none
26
citations
affunlabeled
Cross-Domain Few-Shot Graph Classification
2022· article· en· Proceedings of the AAAI Conference on Artificial Intelligence· Computer Science
distilled prediction:candidate · noneconsensus · none
26
citations
affunlabeled
Heterogeneous Transfer Learning with RBMs
2011· article· en· Proceedings of the AAAI Conference on Artificial Intelligence· Computer Science
distilled prediction:candidate · noneconsensus · none
25
citations
afffundunlabeled
General Value Function Networks
2021· article· en· Journal of Artificial Intelligence Research· Computer Science
distilled prediction:candidate · noneconsensus · none
23
citations
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How this was built: Screen · Findings · About