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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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Encyclopedia of Optimization
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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.

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

Labels cover 0 of 36 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 36 of 36 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Nondifferentiable Optimization
2024· book-chapter· en· Encyclopedia of Optimization· Mathematics
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
25
citations
affno abstractunlabeled
Decision Diagrams for Optimization
2022· book-chapter· en· Encyclopedia of Optimization· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
14
citations
affno abstractunlabeled
Bilevel Programming: Applications
2008· book-chapter· en· Encyclopedia of Optimization· Economics, Econometrics and Finance
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
7
citations
affno abstractunlabeled
Blackbox Optimization
2022· book-chapter· en· Encyclopedia of Optimization· Mathematics
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
5
citations
affno abstractunlabeled
Stochastic Vehicle Routing Problems
2008· book-chapter· en· Encyclopedia of Optimization· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
5
citations
affno abstractunlabeled
Jaynes’ Maximum Entropy Principle
2001· book-chapter· en· Encyclopedia of Optimization· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
4
citations
affno abstractunlabeled
Bilevel Programming
2001· book-chapter· en· Encyclopedia of Optimization· Decision Sciences
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
3
citations
affno abstractunlabeled
Machine Learning for Combinatorial Optimization
2022· book-chapter· en· Encyclopedia of Optimization· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
3
citations
affno abstractunlabeled
Vehicle Routing
2008· book-chapter· en· Encyclopedia of Optimization· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
3
citations
affno abstractunlabeled
Criss-Cross Pivoting Rules
2008· book-chapter· en· Encyclopedia of Optimization· Mathematics
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
2
citations
affno abstractunlabeled
Criss-Cross Pivoting Rules
2001· book-chapter· en· Encyclopedia of Optimization· Mathematics
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
1
citations
affno abstractunlabeled
Inverse Integer Optimization
2022· book-chapter· en· Encyclopedia of Optimization· Engineering
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Algorithm Portfolios
2023· book-chapter· en· Encyclopedia of Optimization· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Jaynes’ Maximum Entropy Principle
2025· book-chapter· en· Encyclopedia of Optimization· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Production-Distribution System Design Problem
2008· book-chapter· en· Encyclopedia of Optimization· Business, Management and Accounting
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Suboptimal Control
2001· book-chapter· en· Encyclopedia of Optimization· Physics and Astronomy
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Operations Research and Financial Markets
2008· book-chapter· en· Encyclopedia of Optimization· Decision Sciences
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Least-Index Anticycling Rules
2001· book-chapter· en· Encyclopedia of Optimization· Mathematics
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Kidney Exchange Programs
2022· book-chapter· en· Encyclopedia of Optimization· Medicine
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Opposition-Based Computing
2023· book-chapter· en· Encyclopedia of Optimization· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Data-Driven Inverse Optimization
2022· book-chapter· en· Encyclopedia of Optimization· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Bilevel Knapsack Problems
2023· book-chapter· en· Encyclopedia of Optimization· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Order Complementarity
2001· book-chapter· en· Encyclopedia of Optimization· Mathematics
distilled prediction:candidate · insufficient_payloadconsensus · none
0
citations
affno abstractunlabeled
Stochastic Vehicle RoutingProblems
2025· book-chapter· en· Encyclopedia of Optimization· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
0
citations
affno abstractunlabeled
Inverse Optimization
2022· book-chapter· en· Encyclopedia of Optimization· Computer Science
distilled prediction:candidate · metaepi_narrow+insufficient_payloadconsensus · none
0
citations

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