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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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Privacy-Preserving Technologies in Data
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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
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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.

1,809 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.
1,809 works in the cohort · of 4,299,418page 6 of 37

Labels cover 7 of 1,809 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 1,809 of 1,809 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.

affunlabeled
Defenses to Membership Inference Attacks: A Survey
Li Hu, Anli Yan, Hongyang Yan, Jin Li, Teng Huang, Yingying Zhang +2 more
2023· review· en· ACM Computing Surveys· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrow+open_science+insufficient_payloadconsensus · open_science
39
citations
affno abstractunlabeled
Federated and Transfer Learning
Roozbeh Razavi‐Far, Boyu Wang, Matthew E. Taylor, Qiang Yang
2022· book· en· Adaptation, learning, and optimization· Computer Science
distilled prediction:candidate · metaepi_narrowconsensus · none
39
citations
affunlabeled
A Model for Privacy Policy Visualization
Kambiz Ghazinour, Maryam Majedi, Ken Barker
2009· article· en· Computer Science
distilled prediction:candidate · metaresearch+open_scienceconsensus · open_science
38
citations
afffundunlabeled
Discrete Gaussian for Differential Privacy
Clément L. Canonne, Gautam Kamath, Thomas Steinke
2022· article· en· Journal of Privacy and Confidentiality· Computer Science
distilled prediction:candidate · open_scienceconsensus · open_science
37
citations
afffundunlabeled
Differentially Private Fine-tuning of Language Models
Da Yu, Saurabh Naik, Artūrs Bačkurs, Sivakanth Gopi, Huseyin A. Inan, Gautam Kamath +6 more
2024· article· en· Journal of Privacy and Confidentiality· Computer Science
distilled prediction:candidate · open_scienceconsensus · open_science
36
citations
afffundno abstractunlabeled
Optimization-based k-anonymity algorithms
Yuting Liang, Reza Samavi
2020· article· en· Computers & Security· Computer Science
distilled prediction:candidate · metaepi_narrow+open_scienceconsensus · open_science
35
citations
affunlabeled
Heterogeneous Differential Privacy
Mohammad Alaggan, Sébastien Gambs, Anne-Marie Kermarrec
2017· preprint· en· Journal of Privacy and Confidentiality· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrow+scholarly_communication+open_scienceconsensus · open_science
35
citations
affunlabeled
DP-cryptography
Sameer Wagh, Xi He, Ashwin Machanavajjhala, Prateek Mittal
2021· article· en· Communications of the ACM· Computer Science
distilled prediction:candidate · metaresearch+open_scienceconsensus · open_science
35
citations
affunlabeled
Privacy-preserving Wi-Fi Analytics
Mohammad Alaggan, Mathieu Cunche, Sébastien Gambs
2018· article· en· Proceedings on Privacy Enhancing Technologies· Computer Science
distilled prediction:candidate · metaresearch+metaepi_narrow+open_scienceconsensus · open_science
34
citations
afffundunlabeled
APEx
Chang Ge, Xi He, Ihab F. Ilyas, Ashwin Machanavajjhala
2019· article· en· Computer Science
distilled prediction:candidate · open_science+insufficient_payloadconsensus · open_science
34
citations
affunlabeled
Transparent anonymization
Xiaokui Xiao, Yufei Tao, Nick Koudas
2010· article· en· ACM Transactions on Database Systems· Computer Science
distilled prediction:candidate · open_scienceconsensus · none
34
citations

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