Access Denied: Meaningful Data Access for Quantitative Algorithm Audits | Paper Citation Record

Observation 1b1ba275-9171-4226-9017-8605956ede4d · outbound

This paper cites Technical methods for regulatory inspection of algo- rithmic systems: A survey of auditing methods for use in regulatory inspections of online harms in social media platforms, Dec.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Technical methods for regulatory inspection of algo- rithmic systems: A survey of auditing methods for use in regulatory inspections of online harms in social media platforms, Dec

Reference 1

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Observation 54f183e0-6ff2-45ac-97a4-6a40c7dd6a15 · outbound

This paper cites Algorithmic accountability for the public sector, Aug.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Algorithmic accountability for the public sector, Aug

Reference 2

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Observation 65aa602a-f8d3-4bf2-b024-321f56b5d310 · outbound

This paper cites A., Rybeck, G., Scheidegger, C., Smith, B., and Venkatasubramanian, S.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits A., Rybeck, G., Scheidegger, C., Smith, B., and Venkatasubramanian, S

Reference 3

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Observation 5fa256f1-5ce4-41c8-8dd0-b0a2ae94c2ed · outbound

This paper cites Designing and Implementing Medicaid Disease and Care Management Programs.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Designing and Implementing Medicaid Disease and Care Management Programs

Reference 4

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Observation 90a68139-f9a8-4aa7-aac9-6c41f44a8ed9 · outbound

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Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 5

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Observation fa4b2374-9102-4a30-a933-421841fda45c · outbound

This paper cites Synthetic data generation.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Synthetic data generation

Reference 6

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Observation 5e32be42-59c8-4bed-a9d1-0122693598c0 · outbound

This paper cites Automating Society Report, 2020.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Automating Society Report, 2020

Reference 7

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Observation 4411922f-b5cd-4a00-a8d7-f03f1bdeddbb · outbound

This paper cites How Dutch activists got an invasive fraud detection algorithm banned, Apr.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits How Dutch activists got an invasive fraud detection algorithm banned, Apr

Reference 8

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Observation 62872b01-8471-4513-a76d-782429476db4 · outbound

This paper cites Discrimination through Optimization: How Facebook’s Ad Delivery Can Lead to Biased Outcomes.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Discrimination through Optimization: How Facebook’s Ad Delivery Can Lead to Biased Outcomes

Reference 9

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Observation 5890ecab-2d20-4482-8fc4-f8df0a5600a1 · outbound

This paper cites Technical Response to Northpointe.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Technical Response to Northpointe

Reference 10

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Observation 3786fe8f-8494-4aba-ab6b-261c7857b0fc · outbound

This paper cites Machine Bias: There’s software used across the country to predict future criminals.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Machine Bias: There’s software used across the country to predict future criminals

Reference 11

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Observation 01a178f8-b088-419d-ae9c-616298b3041f · outbound

This paper cites an unresolved cited work.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 12

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Observation 52ab88e2-ccff-45cc-836d-e2e484f7e2a5 · outbound

This paper cites Learning with Privacy at Scale.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Learning with Privacy at Scale

Reference 13

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Observation e983bacc-1114-40ba-a84d-9e0c9a9cb9f9 · outbound

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Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 14

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Observation a12e7098-b696-4148-b557-71f6ca4b257d · outbound

This paper cites Problematic Machine Behavior: A Systematic Literature Review of Algorithm Audits, Feb.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Problematic Machine Behavior: A Systematic Literature Review of Algorithm Audits, Feb

Reference 15

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Observation 77abe5eb-903b-48ec-ac56-3db2c717cee6 · outbound

This paper cites Fairness and Machine Learning: Limitations and Opportunities.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Fairness and Machine Learning: Limitations and Opportunities

Reference 16

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Observation f34b5b3f-5522-45bf-8eb6-105c5c123834 · outbound

This paper cites Synthetic data protection: Towards a paradigm change in data regulation? Big Data & Society 11 , 1 (Mar.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Synthetic data protection: Towards a paradigm change in data regulation? Big Data & Society 11 , 1 (Mar

Reference 17

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Observation 39d809c6-cd92-445a-900d-2fca14100412 · outbound

This paper cites an unresolved cited work.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 18

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Observation 642818f4-d20c-485b-9182-2f1996e6551a · outbound

This paper cites an unresolved cited work.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 19

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Observation 603d51f9-f9f4-41a5-afec-b59eb131bc29 · outbound

This paper cites an unresolved cited work.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 20

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Observation 7973348a-5616-4519-99d4-ad01439ed2b0 · outbound

This paper cites Fairness in Machine Learning: Lessons from Political Philosophy, Mar.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Fairness in Machine Learning: Lessons from Political Philosophy, Mar

Reference 21

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Observation bfeada87-34c9-478c-b66c-43a3991329d4 · outbound

This paper cites In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems (New York, NY, USA, Apr.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits In Proceedings of the 2018 CHI Conference on Human Factors in Computing Systems (New York, NY, USA, Apr

Reference 22

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Observation 2d3cdadb-e7ef-424f-ace8-712a8e7c09ce · outbound

This paper cites D.AI auditing: The Broken Bus on the Road to AI Accountability, Jan.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits D.AI auditing: The Broken Bus on the Road to AI Accountability, Jan

Reference 23

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Observation 0d23bf0c-d55c-4670-b7d2-9b67e8d3795e · outbound

This paper cites S., McFowland III, E., and Neill, D.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits S., McFowland III, E., and Neill, D

Reference 24

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Observation d659ba53-57cd-4cbe-be12-a8d993f5e3b1 · outbound

This paper cites Suspicion Machine Methodology, Mar.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Suspicion Machine Methodology, Mar

Reference 25

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Observation bbd8ddc5-700a-4037-8f07-2ea11937608a · outbound

This paper cites The algorithm audit: Scoring the algorithms that score us.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits The algorithm audit: Scoring the algorithms that score us

Reference 26

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Observation 6645c2f3-a790-45cd-8f12-7a04401464d9 · outbound

This paper cites Gender Shades: Intersectional Accuracy Dispar- ities in Commercial Gender Classification.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Gender Shades: Intersectional Accuracy Dispar- ities in Commercial Gender Classification

Reference 27

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Observation 9e0a7d2e-3be4-465f-80ae-ef2bce482098 · outbound

This paper cites A., Epperson, W., Hohman, F., Kahng, M., Morgenstern, J., and Chau, D.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits A., Epperson, W., Hohman, F., Kahng, M., Morgenstern, J., and Chau, D

Reference 28

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Observation c96d1b48-aaa1-46c8-8142-6da9682f7738 · outbound

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Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 29

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Observation 8a387704-efea-4f90-9760-0d595faa6dd0 · outbound

This paper cites G., and Cosentini, A.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits G., and Cosentini, A

Reference 30

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Observation 7c7d5ce8-2b20-4a14-a5f1-55bf708b7b4d · outbound

This paper cites Interim report: Review into bias in algorithmic decision-making, 2019.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Interim report: Review into bias in algorithmic decision-making, 2019

Reference 31

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Observation 3fb18887-ea50-47ad-a460-5692f5fd00bd · outbound

This paper cites AI Transparency in practice: What was learnt from third-party audit of recommender systems at LinkedIn and Dailymotion, Oct.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits AI Transparency in practice: What was learnt from third-party audit of recommender systems at LinkedIn and Dailymotion, Oct

Reference 32

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Observation 24847647-c9b5-45f4-8064-6a28af9004f4 · outbound

This paper cites Beyond Fairness Metrics: Roadblocks and Challenges for Ethical AI in Practice, Aug.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Beyond Fairness Metrics: Roadblocks and Challenges for Ethical AI in Practice, Aug

Reference 33

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Observation 9dde17f9-f7cd-4faa-86b7-461dc2731b91 · outbound

This paper cites Fair prediction with disparate impact: A study of bias in recidivism prediction instruments, Oct.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Fair prediction with disparate impact: A study of bias in recidivism prediction instruments, Oct

Reference 34

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Observation b48f6d2a-ba03-41da-aded-b8ac34a44e46 · outbound

This paper cites Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments

Reference 35

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This paper cites D., Nilforoshan, H., Shroff, R., and Goel, S.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits D., Nilforoshan, H., Shroff, R., and Goel, S

Reference 36

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Observation 151fcef8-43cc-4bee-9ab2-d8900fe40aa9 · outbound

This paper cites In Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (Halifax NS Canada, Aug.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits In Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (Halifax NS Canada, Aug

Reference 37

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Observation 7effaace-111d-46de-8eaf-6dd2b58c8019 · outbound

This paper cites D., and Buolamwini, J.Who Audits the Auditors? Recommendations from a field scan of the algorithmic auditing ecosystem.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits D., and Buolamwini, J.Who Audits the Auditors? Recommendations from a field scan of the algorithmic auditing ecosystem

Reference 38

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Observation a4319b43-54c9-4fb8-a75e-3b3961a76060 · outbound

This paper cites Advancing Differential Privacy: Where We Are Now and Future Directions for Real-World Deployment.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Advancing Differential Privacy: Where We Are Now and Future Directions for Real-World Deployment

Reference 39

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Observation 30e391c7-b6eb-41ca-98eb-1043b61fe0f5 · outbound

This paper cites Home Office says it will abandon its racist visa algorithm - after we sued them, Aug.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Home Office says it will abandon its racist visa algorithm - after we sued them, Aug

Reference 40

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Observation 258e6f92-00b5-43c8-ae57-edfa38c623ae · outbound

This paper cites H., Guo, B., Devrio, A., Shen, H., Eslami, M., and Holstein, K.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits H., Guo, B., Devrio, A., Shen, H., Eslami, M., and Holstein, K

Reference 41

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Observation b3721045-f803-4943-b662-54efffcc7e62 · outbound

This paper cites H., Nagireddy, M., Lee, M.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits H., Nagireddy, M., Lee, M

Reference 42

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Observation 0f3e0d6b-e5d4-4b97-80d9-5459ab79c2ad · outbound

This paper cites Toward User-Driven Algorithm Auditing: Investigating users’ strategies for uncovering harmful algorithmic behavior.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Toward User-Driven Algorithm Auditing: Investigating users’ strategies for uncovering harmful algorithmic behavior

Reference 43

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Observation 59e12314-f982-4922-8935-87fa1fcb473f · outbound

This paper cites Retiring Adult: New Datasets for Fair Machine Learning, Jan.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Retiring Adult: New Datasets for Fair Machine Learning, Jan

Reference 44

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Observation 71bddaaa-b5c8-48a5-ba42-6e585665abaf · outbound

This paper cites The accuracy, fairness, and limits of predicting recidivism.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits The accuracy, fairness, and limits of predicting recidivism

Reference 45

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Observation f4394faa-8f91-4913-883f-73c868f26b71 · outbound

This paper cites Differential Privacy.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Differential Privacy

Reference 46

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This paper cites InProceedings of the Forty-First Annual ACM Symposium on Theory of Computing (New York, NY, USA, May 2009), STOC ’09, Association for Computing Machinery, pp.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits InProceedings of the Forty-First Annual ACM Symposium on Theory of Computing (New York, NY, USA, May 2009), STOC ’09, Association for Computing Machinery, pp

Reference 47

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Observation df919246-8545-4cc1-b6e0-bcd48548acac · outbound

This paper cites Access to data and algorithms: For an effective DMA and DSA implementation, Mar.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Access to data and algorithms: For an effective DMA and DSA implementation, Mar

Reference 48

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Observation 9aafb9db-d8ce-4d8d-8d4c-c78ea8641107 · outbound

This paper cites D., Datar, A., and Coltin, K.Government jobs of the future: What will government work look like in 2025 and beyond?, 2019.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits D., Datar, A., and Coltin, K.Government jobs of the future: What will government work look like in 2025 and beyond?, 2019

Reference 49

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Observation 8b94d740-ecff-44f6-b477-da638310c435 · outbound

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Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 50

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Observation 4bf7700c-5b17-4055-a74a-ae4ac1ffe787 · outbound

This paper cites Report of the European Digital Media Observatory’s Working Group on Platform-to-Researcher Data Access, May 2022.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Report of the European Digital Media Observatory’s Working Group on Platform-to-Researcher Data Access, May 2022

Reference 51

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Observation 68ad19a8-9237-4b0b-a3f6-410f7f070b85 · outbound

This paper cites Digital Services Act, Oct.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Digital Services Act, Oct

Reference 52

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Observation d587b2bd-0410-4a0d-9103-83dea4cf3f03 · outbound

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Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 53

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Observation 0d52d967-b62e-4364-9143-b8b32718a78e · outbound

This paper cites Statistically Valid Inferences from Privacy-Protected Data.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Statistically Valid Inferences from Privacy-Protected Data

Reference 54

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Observation a6f6e187-17d6-4634-9719-5199db3f230f · outbound

This paper cites Machine Bias: There’s Software Used Across the Country to Predict Future Criminals. And It’s Biased Against Blacks.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Machine Bias: There’s Software Used Across the Country to Predict Future Criminals. And It’s Biased Against Blacks

Reference 55

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Observation 338a0125-e87d-460c-bd7e-e2bd336b133a · outbound

This paper cites Translating Principles into Practices of Digital Ethics: Five Risks of Being Unethical.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Translating Principles into Practices of Digital Ethics: Five Risks of Being Unethical

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.366177Z

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Observation 42808175-48d3-4220-8cb2-27f98587cef1 · outbound

This paper cites Faking Fairness via Stealthily Biased Sampling.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Faking Fairness via Stealthily Biased Sampling

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.357706Z

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Observation b6804b93-3faf-44ce-8ba1-7edac982b9a7 · outbound

This paper cites Anonymization: The imperfect science of using data while preserving privacy.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Anonymization: The imperfect science of using data while preserving privacy

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.349299Z

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Observation 48c59002-95e9-4362-9e84-6236fa123fa1 · outbound

This paper cites Auditing Algorithms: On Lessons Learned and the Risks of Data Minimization.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Auditing Algorithms: On Lessons Learned and the Risks of Data Minimization

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.340134Z

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Observation f882ccb8-0bb7-4019-8c4a-65719491e8e4 · outbound

This paper cites W., Wallach, H., Daumé III, H., and Crawford, K.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits W., Wallach, H., Daumé III, H., and Crawford, K

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.331819Z

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Observation 34575f57-890e-468f-8093-04955b0eb86e · outbound

This paper cites 2023), 104269.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits 2023), 104269

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.323454Z

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Observation 7e702a90-256e-401d-9508-53be191b3047 · outbound

This paper cites Characterizing Intersectional Group Fairness with Worst-Case Comparisons.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Characterizing Intersectional Group Fairness with Worst-Case Comparisons

Reference 62

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Observation 81c68fed-df2b-4e5a-9d24-b1b0cf27fad9 · outbound

This paper cites P., and Trehu, J.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits P., and Trehu, J

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.315582Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bc981e0f-b763-484b-9c46-5670334f424f · outbound

This paper cites an unresolved cited work.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 64

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:07:01.306679Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1935e50b-63a1-4683-a612-c57800bac7a7 · outbound

This paper cites Measuring Algorithmic Fairness.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Measuring Algorithmic Fairness

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.298534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 45b55627-ab57-4ca3-98bf-87cc79589c82 · outbound

This paper cites an unresolved cited work.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 66

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:07:01.289137Z

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Observation 7d8e2f97-4293-4b76-b9ab-3aad353560b0 · outbound

This paper cites an unresolved cited work.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 67

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:07:01.282308Z

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Observation 0739c162-828a-476b-99cf-f911f4495ec5 · outbound

This paper cites Diffprivlib: The IBM Differential Privacy Library.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Diffprivlib: The IBM Differential Privacy Library

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-09T19:07:00.464899Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55f7377a-5079-4232-ba78-4b3130375b39 · outbound

This paper cites an unresolved cited work.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 69

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:07:01.274613Z

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Observation 03e355a1-4910-4ec9-a7cf-56db521d16ab · outbound

This paper cites Dutch Childcare Allowance Scandal: The importance of investigation powers, Nov.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Dutch Childcare Allowance Scandal: The importance of investigation powers, Nov

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.266181Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 18a5e9be-8222-4a35-b3f7-b53053e7d2a4 · outbound

This paper cites Nature Communications 13, 1 (Jan.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Nature Communications 13, 1 (Jan

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.256453Z

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Observation dc935a4e-1225-44ac-ac0f-2b30444e9454 · outbound

This paper cites C., and Roth, A.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits C., and Roth, A

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.247995Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e840cc65-713a-40e2-9213-53107f7cda86 · outbound

This paper cites Measuring Misinformation in Video Search Platforms: An Audit Study on YouTube.Proc.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Measuring Misinformation in Video Search Platforms: An Audit Study on YouTube.Proc

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.239144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 22722a9a-fb12-4b62-956d-7653b36208ae · outbound

This paper cites Having your Privacy Cake and Eating it Too: Platform-supported Auditing of Social Media Algorithms for Public Interest.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Having your Privacy Cake and Eating it Too: Platform-supported Auditing of Social Media Algorithms for Public Interest

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.229537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b7f5c79a-0812-4e7d-b234-a741b056597e · outbound

This paper cites Auditing algorithms: The existing landscape, role of regulators and future outlook, 2022.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Auditing algorithms: The existing landscape, role of regulators and future outlook, 2022

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.221093Z

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Observation ed4e948e-9a4d-4298-a621-3e18c6151b54 · outbound

This paper cites Two-Face: Ad- versarial Audit of Commercial Face Recognition Systems.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Two-Face: Ad- versarial Audit of Commercial Face Recognition Systems

Reference 76

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.211793Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5fe41556-054d-48db-b5c9-967dc653e2ca · outbound

This paper cites Can I Trust My Fairness Metric? Assessing Fairness with Unlabeled Data and Bayesian Inference.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Can I Trust My Fairness Metric? Assessing Fairness with Unlabeled Data and Bayesian Inference

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.203235Z

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Observation 595c9afb-14ae-44b5-90f8-2bcfcc05a0c1 · outbound

This paper cites Assessing Algorithmic Fairness with Unobserved Protected Class Using Data Combination.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Assessing Algorithmic Fairness with Unobserved Protected Class Using Data Combination

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.194542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e0e7fae8-2820-44bd-a51f-9abf15fadc30 · outbound

This paper cites AlgorithmWatch forced to shut down Instagram monitoring project after threats from Facebook, Aug.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits AlgorithmWatch forced to shut down Instagram monitoring project after threats from Facebook, Aug

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.186556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e479860d-f22b-440b-8ce9-820d0e1c6248 · outbound

This paper cites B., John, B.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits B., John, B

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.178628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 365fb6f1-d4c6-46fe-8711-4a3559c73b73 · outbound

This paper cites Blind Justice: Fairness with Encrypted Sensitive Attributes.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Blind Justice: Fairness with Encrypted Sensitive Attributes

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.170397Z

Source-reported events for the cited work

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Observation 2d34c1a7-08eb-4081-bb92-a8f3198688d7 · outbound

This paper cites Inherent Trade-Offs in the Fair Determination of Risk Scores, Nov.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Inherent Trade-Offs in the Fair Determination of Risk Scores, Nov

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.162982Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4aa0444a-8f8f-4581-9833-cfa10a244fee · outbound

This paper cites an unresolved cited work.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 83

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:07:01.154578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c0d6da9a-d0bb-40e4-ac7a-96982014a736 · outbound

This paper cites Punishing With Impunity: The Legacy of Risk Classification Assessment in Immigration Detention.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Punishing With Impunity: The Legacy of Risk Classification Assessment in Immigration Detention

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.146272Z

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Observation 471c5775-658e-4777-8ba2-d1819e3aad8b · outbound

This paper cites AI governance in the public sector: Three tales from the frontiers of automated decision-making in democratic settings.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits AI governance in the public sector: Three tales from the frontiers of automated decision-making in democratic settings

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.137807Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7e10d985-f922-42ab-9750-835c3b3bd278 · outbound

This paper cites Scoring of welfare beneficia- ries: The indecency of CAF’s algorithm now undeniable.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Scoring of welfare beneficia- ries: The indecency of CAF’s algorithm now undeniable

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.127654Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 45a17ea0-9b13-458a-9b6c-f75e568ef0c2 · outbound

This paper cites S., Pandit, A., Kalicki, C.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits S., Pandit, A., Kalicki, C

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.119043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1f7781ae-b3ac-4af7-ab74-5a2acfb52a9a · outbound

This paper cites K., Grgić-Hlača, N., Tschantz, M.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits K., Grgić-Hlača, N., Tschantz, M

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.109707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0aabd9a4-997a-4430-9901-6a1ebb5d5aa9 · outbound

This paper cites an unresolved cited work.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 89

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:07:01.101566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3811ee87-c9e0-4f72-96fc-1e4196ac127e · outbound

This paper cites an unresolved cited work.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Unresolved cited work

Reference 90

Resolution: unresolved; raw_fallback, observed 2026-08-09T19:07:01.093233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d26b40c1-95df-4a0c-b8e2-995ef9e50891 · outbound

This paper cites A Safe Harbor for AI Evaluation and Red Teaming.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits A Safe Harbor for AI Evaluation and Red Teaming

Reference 91

Resolution: unresolved; no resolver link, observed 2026-08-09T19:07:00.533860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e31bb48-b9a4-4709-bc89-b278e9bf7fce · outbound

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Access Denied: Meaningful Data Access for Quantitative Algorithm Audits To predict and serve? Significance 13, 5 (2016), 14–19

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.084586Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 10b79a44-c148-4e7a-8716-4d6badc8a75d · outbound

This paper cites M., and Lee, S.-I.A unified approach to interpreting model predic- tions.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits M., and Lee, S.-I.A unified approach to interpreting model predic- tions

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.075438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b79855f2-b366-4d85-b6c6-7de779ef36ee · outbound

This paper cites Assessing the Fairness of AI Systems: AI Practitioners’ Processes, Challenges, and Needs for Support.Proc.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Assessing the Fairness of AI Systems: AI Practitioners’ Processes, Challenges, and Needs for Support.Proc

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.067595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b2ad87ab-445f-43f5-8d41-796f2205a465 · outbound

This paper cites Experiments in Automating Immigration Sys- tems, 1 ed.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Experiments in Automating Immigration Sys- tems, 1 ed

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.059596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8ae9c184-c1b5-4ccd-a12d-ecc35f99f809 · outbound

This paper cites Visa applications: Home Office refuses to reveal ’high risk’ countries.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Visa applications: Home Office refuses to reveal ’high risk’ countries

Reference 96

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.052073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e64e4095-f1ab-4624-ae08-4c431b6d24d6 · outbound

This paper cites S., Robertson, R.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits S., Robertson, R

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.044822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e03fa6d6-66ea-4ec2-b275-38506cad7175 · outbound

This paper cites D., and Gebru, T.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits D., and Gebru, T

Reference 98

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.037129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cc9a68be-4328-41ea-9596-8624369a297b · outbound

This paper cites Algorithmic Fairness: Choices, Assumptions, and Definitions.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Algorithmic Fairness: Choices, Assumptions, and Definitions

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.029703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7921080d-14f0-44c8-ad07-647393f69eb1 · outbound

This paper cites Ethics-Based Auditing to Develop Trustworthy AI, Apr.

Access Denied: Meaningful Data Access for Quantitative Algorithm Audits Ethics-Based Auditing to Develop Trustworthy AI, Apr

Reference 100

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T19:07:01.020909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers