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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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Sparse and Compressive Sensing Techniques
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Label status

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

892 results · 1 filter active ·
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20002025
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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.
892 works in the cohort · of 4,299,418page 7 of 18

Labels cover 1 of 892 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 892 of 892 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affno abstractunlabeled
Improved Group Sparse Classifier
Angshul Majumdar, Rabab Ward
2010· article· en· Pattern Recognition Letters· Engineering
distilled prediction:candidate · noneconsensus · none
12
citations
afffundno abstractunlabeled
HARFE: hard-ridge random feature expansion
Esha Saha, Hayden Schaeffer, Giang Tran
2023· article· en· Sampling Theory Signal Processing and Data Analysis· Engineering
distilled prediction:candidate · noneconsensus · none
12
citations
affunlabeled
Sparse Orthogonal Linear Discriminant Analysis
Delin Chu, Li‐Zhi Liao, Michael K. Ng
2012· article· en· SIAM Journal on Scientific Computing· Engineering
distilled prediction:candidate · noneconsensus · none
11
citations
affno abstractunlabeled
On Optimal Uniform Deconvolution
Andrey Feuerverger, Peter T. Kim, Jiayang Sun
2008· article· en· Journal of Statistical Theory and Practice· Engineering
distilled prediction:candidate · noneconsensus · none
11
citations
affno abstractunlabeled
Level-set methods for convex optimization
Aleksandr Y. Aravkin, James V. Burke, Dmitriy Drusvyatskiy, Michael P. Friedlander, Scott Roy
2018· preprint· en· Mathematical Programming· Engineering
distilled prediction:candidate · metaepi_narrowconsensus · none
11
citations
affunlabeled
Reconstruction and subgaussian processes
Shahar Mendelson, Alain Pajor, Nicole Tomczak-Jaegermann
2005· article· en· Comptes Rendus Mathématique· Engineering
distilled prediction:candidate · noneconsensus · none
11
citations
affno abstractunlabeled
SVRG meets AdaGrad: painless variance reduction
Benjamin Dubois-Taine, Sharan Vaswani, Reza Babanezhad, Mark Schmidt, Simon Lacoste-Julien
2022· article· en· Machine Learning· Engineering
distilled prediction:candidate · noneconsensus · none
10
citations
affunlabeled
Introduction to compressed sensing
Ben Bougher
2015· article· en· The Leading Edge· Engineering
distilled prediction:candidate · noneconsensus · none
10
citations
affunlabeled
1-Bit Radar Imaging Based on Adversarial Samples
Jianghong Han, Gang Li, Kunpeng Wang, Meiya Duan, Xiao–Ping Zhang
2021· article· en· IEEE Transactions on Geoscience and Remote Sensing· Engineering
distilled prediction:candidate · noneconsensus · none
10
citations
afffundno abstractunlabeled
Projection methods for quantum channel construction
Dmitriy Drusvyatskiy, Chi-Kwong Li, Diane Christine Pelejo, Yuen-Lam Voronin, Henry Wolkowicz
2015· article· en· Quantum Information Processing· Engineering
distilled prediction:candidate · noneconsensus · none
10
citations
affunlabeled
Frank-Wolfe Splitting via Augmented Lagrangian Method
Gauthier Gidel, Fabián Pedregosa, Simon Lacoste-Julien
2018· article· en· International Conference on Artificial Intelligence and Statistics· Engineering
distilled prediction:candidate · noneconsensus · none
10
citations
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