What Makes a Fairness Tool Project Sustainable in Open Source? | Paper Citation Record

Observation 59f2728f-f5d4-4e11-83bc-c4cbbf7b09ff · outbound

This paper cites https://deon.dri vendata.org/.

What Makes a Fairness Tool Project Sustainable in Open Source? https://deon.dri vendata.org/

Reference 1

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Observation a51ff7a3-5685-44a2-8c5d-3c545a6cf7a1 · outbound

This paper cites https://ai.facebook.com/blog/how-we re-using-fairness-ﬂow-to-help-build-ai-that-works-b etter-for-everyone/.

What Makes a Fairness Tool Project Sustainable in Open Source? https://ai.facebook.com/blog/how-we re-using-fairness-ﬂow-to-help-build-ai-that-works-b etter-for-everyone/

Reference 2

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Observation 188c2aee-5a1c-4f90-9dc6-76f47f3d6003 · outbound

This paper cites https://github.com/pymetrics/a udit-ai./.

What Makes a Fairness Tool Project Sustainable in Open Source? https://github.com/pymetrics/a udit-ai./

Reference 3

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This paper cites an unresolved cited work.

What Makes a Fairness Tool Project Sustainable in Open Source? Unresolved cited work

Reference 4

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This paper cites an unresolved cited work.

What Makes a Fairness Tool Project Sustainable in Open Source? Unresolved cited work

Reference 5

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Observation 28db9860-93d7-4f75-96d3-cd8fcb07f106 · outbound

This paper cites an unresolved cited work.

What Makes a Fairness Tool Project Sustainable in Open Source? Unresolved cited work

Reference 6

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Observation 45fecf57-e707-401f-b132-20faa8a1d831 · outbound

This paper cites An empirical study on the survival rate of github projects.

What Makes a Fairness Tool Project Sustainable in Open Source? An empirical study on the survival rate of github projects

Reference 7

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Observation d6c259a7-3c2d-4bfc-8db9-fd4b8fb7cc2a · outbound

This paper cites A taxo nomy and mapping of computer-based critiquing tools.

What Makes a Fairness Tool Project Sustainable in Open Source? A taxo nomy and mapping of computer-based critiquing tools

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T21:28:21.963581Z

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Observation 616d3c10-d1e1-4d27-ae99-a29d4c8aa135 · outbound

This paper cites Uncovering and mitigating algorit hmic bias through learned latent structure.

What Makes a Fairness Tool Project Sustainable in Open Source? Uncovering and mitigating algorit hmic bias through learned latent structure

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T21:28:21.968611Z

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Observation 4ed5aa17-6d49-4a52-bf53-5caecb3be851 · outbound

This paper cites Fairness tool evaluation submission 0b7e.

What Makes a Fairness Tool Project Sustainable in Open Source? Fairness tool evaluation submission 0b7e

Reference 10

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Observation 85a9b451-cf28-4e71-a160-48bdbc76f08f · outbound

This paper cites Gpt-4: A Review on Advancements and Opportunities in Natural Language Processing.

What Makes a Fairness Tool Project Sustainable in Open Source? Gpt-4: A Review on Advancements and Opportunities in Natural Language Processing

Reference 11

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Observation dc401153-d7f5-42aa-a69c-6084f6caabea · outbound

This paper cites Themis-ml: A fairness-aware machine l earning interface for end-to-end discrimination discovery and mitigation.

What Makes a Fairness Tool Project Sustainable in Open Source? Themis-ml: A fairness-aware machine l earning interface for end-to-end discrimination discovery and mitigation

Reference 12

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Observation beb74f86-80d9-4bf7-87c2-9dd3a8aefa7e · outbound

This paper cites Who will leave the company?: a large-scale industry study of developer turnover by mining monthly work report.

What Makes a Fairness Tool Project Sustainable in Open Source? Who will leave the company?: a large-scale industry study of developer turnover by mining monthly work report

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.953116Z

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Observation 89a76832-624a-4c77-96bb-1aa2a9e5c1da · outbound

This paper cites Soc ial networking meets software development: Perspectives from github, msd n, stack exchange, and topcoder.

What Makes a Fairness Tool Project Sustainable in Open Source? Soc ial networking meets software development: Perspectives from github, msd n, stack exchange, and topcoder

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.938778Z

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Observation ccf68b95-aa84-486d-a405-85d36ac3cd0c · outbound

This paper cites Ai fairness 36 0: An extensible toolkit for detecting and mitigating algorithm ic bias.

What Makes a Fairness Tool Project Sustainable in Open Source? Ai fairness 36 0: An extensible toolkit for detecting and mitigating algorithm ic bias

Reference 15

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Observation eb21aac9-8a05-446d-b883-498404c6b357 · outbound

This paper cites an unresolved cited work.

What Makes a Fairness Tool Project Sustainable in Open Source? Unresolved cited work

Reference 16

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Observation ad3c5946-c191-4306-979e-4d2c6b47779d · outbound

This paper cites an unresolved cited work.

What Makes a Fairness Tool Project Sustainable in Open Source? Unresolved cited work

Reference 17

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Observation 7153a8ed-2303-490d-bcd7-d4367fe338ef · outbound

This paper cites Fairlearn: A toolkit for assessing and improving fa irness in ai.

What Makes a Fairness Tool Project Sustainable in Open Source? Fairlearn: A toolkit for assessing and improving fa irness in ai

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.722646Z

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Observation 50c40c87-13bd-4e48-af60-5f431288c47e · outbound

This paper cites Do the machine learning models on a crowd sourced platform exhibit bias? an empirical study on model fairness.

What Makes a Fairness Tool Project Sustainable in Open Source? Do the machine learning models on a crowd sourced platform exhibit bias? an empirical study on model fairness

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.709074Z

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Observation a153e95d-2fdb-483d-8a82-1fd61fcc788d · outbound

This paper cites What’s in a githu b star? understanding repository starring practices in a social co ding platform.

What Makes a Fairness Tool Project Sustainable in Open Source? What’s in a githu b star? understanding repository starring practices in a social co ding platform

Reference 20

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Observation 56d7cf34-2361-4615-a3f9-b7b3d35fec7d · outbound

This paper cites Software fairness.

What Makes a Fairness Tool Project Sustainable in Open Source? Software fairness

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.602730Z

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Observation b4365eb4-494d-4658-a072-2c2953c6a173 · outbound

This paper cites GraphQL in action.

What Makes a Fairness Tool Project Sustainable in Open Source? GraphQL in action

Reference 22

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Observation 2e533415-d787-4c9d-a961-d68bedda8175 · outbound

This paper cites Reuse and maintenance practices among divergent forks in three so ftware ecosystems.

What Makes a Fairness Tool Project Sustainable in Open Source? Reuse and maintenance practices among divergent forks in three so ftware ecosystems

Reference 23

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Observation 270158d4-1bdc-4d55-9c1f-43d4fbe5517a · outbound

This paper cites Fairness in Machine Learning: A Survey.

What Makes a Fairness Tool Project Sustainable in Open Source? Fairness in Machine Learning: A Survey

Reference 24

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Observation 6d9b6c43-181b-4fad-8f5b-fbc9a7adb945 · outbound

This paper cites Why modern open source projects fail.

What Makes a Fairness Tool Project Sustainable in Open Source? Why modern open source projects fail

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.442738Z

Source-reported events for the cited work

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This paper cites Is this github project maintained? measuring the lev el of maintenance activity of open-source projects.

What Makes a Fairness Tool Project Sustainable in Open Source? Is this github project maintained? measuring the lev el of maintenance activity of open-source projects

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.303568Z

Source-reported events for the cited work

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Observation cfed20d0-bb65-4492-bde3-80aae0ee7c4a · outbound

This paper cites Social coding in github: transparency and collaboration in an open software repository.

What Makes a Fairness Tool Project Sustainable in Open Source? Social coding in github: transparency and collaboration in an open software repository

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.289377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7a88cd9d-b0fe-4b13-9d0b-4557a0f63c19 · outbound

This paper cites Sampl ing projects in github for msr studies.

What Makes a Fairness Tool Project Sustainable in Open Source? Sampl ing projects in github for msr studies

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.275530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0272487a-17ab-45e6-b312-bd58989717c3 · outbound

This paper cites Identifying and ch aracterizing unmaintained projects in github.

What Makes a Fairness Tool Project Sustainable in Open Source? Identifying and ch aracterizing unmaintained projects in github

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.261154Z

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Observation 47d5b156-c698-483d-80b4-ec5f222d9acd · outbound

This paper cites Syntax is all you need: A universal-language app roach to mutant generation.

What Makes a Fairness Tool Project Sustainable in Open Source? Syntax is all you need: A universal-language app roach to mutant generation

Reference 30

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Observation aba3ab06-4332-4a27-8881-670f09a8252d · outbound

This paper cites A taxonomy a nd catalog of runtime software-fault monitoring tools.

What Makes a Fairness Tool Project Sustainable in Open Source? A taxonomy a nd catalog of runtime software-fault monitoring tools

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.091346Z

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Observation 1799b23a-1e9b-4d2b-8c74-3a21853f5096 · outbound

This paper cites Exploring how machine learning practitioners (try to) use f airness toolkits.

What Makes a Fairness Tool Project Sustainable in Open Source? Exploring how machine learning practitioners (try to) use f airness toolkits

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:27.077374Z

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Observation f51471bc-0824-4d09-8cea-688976318fb1 · outbound

This paper cites Predicting long-time contributors for github projects usi ng machine learning.

What Makes a Fairness Tool Project Sustainable in Open Source? Predicting long-time contributors for github projects usi ng machine learning

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.944695Z

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Observation 775d2630-2e35-4e15-9845-6e71b20e627f · outbound

This paper cites Gender bias in translation using googl e translate: Problems and solution.

What Makes a Fairness Tool Project Sustainable in Open Source? Gender bias in translation using googl e translate: Problems and solution

Reference 34

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Observation a07e20a5-7b40-4894-9ccb-6f85cad08e63 · outbound

This paper cites 2020 s urvey of artiﬁcial general intelligence projects for ethics, risk, and policy.

What Makes a Fairness Tool Project Sustainable in Open Source? 2020 s urvey of artiﬁcial general intelligence projects for ethics, risk, and policy

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.834500Z

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Observation 59e0f031-5765-4841-b584-fa841222485b · outbound

This paper cites Prac tical and open source best practices for ethical machine learning.

What Makes a Fairness Tool Project Sustainable in Open Source? Prac tical and open source best practices for ethical machine learning

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.818490Z

Source-reported events for the cited work

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Observation 3671da11-c162-44e0-a210-c4d78d309d82 · outbound

This paper cites Justicia: A stochastic sat approach to formally verify fairness.

What Makes a Fairness Tool Project Sustainable in Open Source? Justicia: A stochastic sat approach to formally verify fairness

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.650893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 649b8b22-8c36-4742-a22e-9940a6f8e754 · outbound

This paper cites The quest for open source projects that u se uml.

What Makes a Fairness Tool Project Sustainable in Open Source? The quest for open source projects that u se uml

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.501595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d2f23557-1d50-4622-8d28-0f7c5f7e19c0 · outbound

This paper cites Olf-ml : An offen- sive language framework for detection, categorization, an d offense target identiﬁcation using text processing and machine learning a lgorithms.

What Makes a Fairness Tool Project Sustainable in Open Source? Olf-ml : An offen- sive language framework for detection, categorization, an d offense target identiﬁcation using text processing and machine learning a lgorithms

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.487538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 048bf838-ba38-4867-86df-b165372cf62b · outbound

This paper cites Same ﬁle, different changes: the potential of meta- maintenance on github.

What Makes a Fairness Tool Project Sustainable in Open Source? Same ﬁle, different changes: the potential of meta- maintenance on github

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.473281Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dd67e6ad-95e5-4409-8c82-29e0c164f232 · outbound

This paper cites F airea: A model behaviour mutation approach to benchmarking bias mi tigation methods.

What Makes a Fairness Tool Project Sustainable in Open Source? F airea: A model behaviour mutation approach to benchmarking bias mi tigation methods

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.460541Z

Source-reported events for the cited work

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Observation 1e5815a3-64b8-46c6-a1e7-c9938e27866d · outbound

This paper cites Fairness-repository-mining-.

What Makes a Fairness Tool Project Sustainable in Open Source? Fairness-repository-mining-

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.245897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 181ce600-cc57-4a5e-bac0-880b0af5e3fc · outbound

This paper cites Fairness-repository-mining-.

What Makes a Fairness Tool Project Sustainable in Open Source? Fairness-repository-mining-

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.230428Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f3e6a0be-b92d-4d0a-847a-4d866634b516 · outbound

This paper cites Assurance of machine learning/tinyml in sa fety-critical domains.

What Makes a Fairness Tool Project Sustainable in Open Source? Assurance of machine learning/tinyml in sa fety-critical domains

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.216844Z

Source-reported events for the cited work

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Observation 0b2fec11-cdb7-49d9-8cb9-0d0e76ac079b · outbound

This paper cites Github projects.

What Makes a Fairness Tool Project Sustainable in Open Source? Github projects

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.189302Z

Source-reported events for the cited work

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Observation 543674e6-8e91-400f-80ae-cf30d93314f7 · outbound

This paper cites Availability and usage of pl atform-speciﬁc apis: A ﬁrst empirical study.

What Makes a Fairness Tool Project Sustainable in Open Source? Availability and usage of pl atform-speciﬁc apis: A ﬁrst empirical study

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.017408Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a97c6e39-b600-4651-8a03-e473b41d679f · outbound

This paper cites Fairkit, Fairkit, on the Wall, Who's the Fairest of Them All? Supporting Data Scientists in Training Fair Models.

What Makes a Fairness Tool Project Sustainable in Open Source? Fairkit, Fairkit, on the Wall, Who's the Fairest of Them All? Supporting Data Scientists in Training Fair Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T21:28:23.042513Z

Source-reported events for the cited work

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Observation c2dc5b13-602f-49e7-9bcb-c1877ba22633 · outbound

This paper cites Make your tools sparkle with trust: The p icse framework for trust in software tools.

What Makes a Fairness Tool Project Sustainable in Open Source? Make your tools sparkle with trust: The p icse framework for trust in software tools

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:26.003642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fa44c710-5d4b-42bf-b3ea-1be7e8ccbcd5 · outbound

This paper cites Fairkit-learn: a fair ness evaluation and comparison toolkit.

What Makes a Fairness Tool Project Sustainable in Open Source? Fairkit-learn: a fair ness evaluation and comparison toolkit

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.989855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e437a5f5-3df1-4c50-81e4-89d50741c187 · outbound

This paper cites Towards ethical dat a-driven software: ﬁlling the gaps in ethics research & practice.

What Makes a Fairness Tool Project Sustainable in Open Source? Towards ethical dat a-driven software: ﬁlling the gaps in ethics research & practice

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.804393Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d521f541-af8b-4d07-9201-7ae4bf86b7c9 · outbound

This paper cites An overview of ethical issues in u sing ai systems in hiring with a case study of amazon’s ai based hirin g tool.

What Makes a Fairness Tool Project Sustainable in Open Source? An overview of ethical issues in u sing ai systems in hiring with a case study of amazon’s ai based hirin g tool

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.791461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2350c255-37a7-4731-8fbf-28b0816c5dad · outbound

This paper cites A survey on datasets for fairness-aware machine le arning.

What Makes a Fairness Tool Project Sustainable in Open Source? A survey on datasets for fairness-aware machine le arning

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.779172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 63b1d2d3-8f4a-4f95-8df0-48da09d3600b · outbound

This paper cites The landscape and gap s in open source fairness toolkits.

What Makes a Fairness Tool Project Sustainable in Open Source? The landscape and gap s in open source fairness toolkits

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.548753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7bc175c3-731a-4807-b308-62993f391cff · outbound

This paper cites an unresolved cited work.

What Makes a Fairness Tool Project Sustainable in Open Source? Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-15T21:28:25.497431Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 440d9977-817e-45f6-93f6-43fe51bbfe52 · outbound

This paper cites The possessive investment in whiteness: How white people proﬁt from identity politics.

What Makes a Fairness Tool Project Sustainable in Open Source? The possessive investment in whiteness: How white people proﬁt from identity politics

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.482995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3053e296-c31b-4356-af2f-fc7c5f2f7b0c · outbound

This paper cites Bias mit igation post-processing for individual and group fairness.

What Makes a Fairness Tool Project Sustainable in Open Source? Bias mit igation post-processing for individual and group fairness

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.469461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ebb35627-84fd-4e21-9d34-a924ace2773f · outbound

This paper cites Survey on Causal-based Machine Learning Fairness Notions.

What Makes a Fairness Tool Project Sustainable in Open Source? Survey on Causal-based Machine Learning Fairness Notions

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-15T21:28:23.203215Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a83f4f68-90ee-4dcc-a3b7-3f348f22408e · outbound

This paper cites On the applicability of machine learning fairness notions.

What Makes a Fairness Tool Project Sustainable in Open Source? On the applicability of machine learning fairness notions

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.394701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 99109dd6-ce1b-430d-b726-4c6afb5c8375 · outbound

This paper cites A tax- onomy of tools and approaches for fairiﬁcation.

What Makes a Fairness Tool Project Sustainable in Open Source? A tax- onomy of tools and approaches for fairiﬁcation

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.229391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6ec7be36-a00e-4eb1-89bf-cf132bb51e48 · outbound

This paper cites Mining co-change information to understand when bu ild changes are necessary.

What Makes a Fairness Tool Project Sustainable in Open Source? Mining co-change information to understand when bu ild changes are necessary

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.216266Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 14fa0ef7-80ef-4f7c-bfd5-c94aa50096e5 · outbound

This paper cites Statistical methods for reliability data.

What Makes a Fairness Tool Project Sustainable in Open Source? Statistical methods for reliability data

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-15T21:28:23.381146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e0f384b-7f56-472b-a315-d4c6b290be1f · outbound

This paper cites A survey on bias and fairness in machine le arning.

What Makes a Fairness Tool Project Sustainable in Open Source? A survey on bias and fairness in machine le arning

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.195375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5fa817de-b6ed-4f1a-acad-07070554fb12 · outbound

This paper cites A t axonomy of machine learning fairness tool speciﬁcations, features an d workﬂows.

What Makes a Fairness Tool Project Sustainable in Open Source? A t axonomy of machine learning fairness tool speciﬁcations, features an d workﬂows

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.180095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3bba23a7-cb8f-4e9f-9e08-232d5c06557d · outbound

This paper cites Peer interactio n effectively, yet infrequently, enables programmers to discover new tools.

What Makes a Fairness Tool Project Sustainable in Open Source? Peer interactio n effectively, yet infrequently, enables programmers to discover new tools

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.109335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7fff6869-10b5-4219-8528-e64f950e9881 · outbound

This paper cites An automated approach to assess the similarity of githu b reposito- ries.

What Makes a Fairness Tool Project Sustainable in Open Source? An automated approach to assess the similarity of githu b reposito- ries

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.018706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 18802a91-06e9-4be7-9904-e4c921c70717 · outbound

This paper cites Assessing and mitigating bias in medical artiﬁcia l intelligence: the effects of race and ethnicity on a deep learning model for ecg anal- ysis.

What Makes a Fairness Tool Project Sustainable in Open Source? Assessing and mitigating bias in medical artiﬁcia l intelligence: the effects of race and ethnicity on a deep learning model for ecg anal- ysis

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:25.005680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9feb7a32-f72b-40c1-a665-9662ab2055c3 · outbound

This paper cites Scikit-learn: Mac hine learning in python.

What Makes a Fairness Tool Project Sustainable in Open Source? Scikit-learn: Mac hine learning in python

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.992912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4f85da07-2f23-411c-b5e2-85730b87ee07 · outbound

This paper cites A review on fairness in ma chine learning.

What Makes a Fairness Tool Project Sustainable in Open Source? A review on fairness in ma chine learning

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.978777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2c6b9a7c-86fb-458c-8de0-37795d5ade27 · outbound

This paper cites Towards fairness in practice: A practitioner-oriented rubric for evaluating fair ml toolk its.

What Makes a Fairness Tool Project Sustainable in Open Source? Towards fairness in practice: A practitioner-oriented rubric for evaluating fair ml toolk its

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.932066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2ba35714-c1b8-44b4-9dec-7df8f761e860 · outbound

This paper cites Estimating development effort in free/open source software projects by mining software re positories: a case study of openstack.

What Makes a Fairness Tool Project Sustainable in Open Source? Estimating development effort in free/open source software projects by mining software re positories: a case study of openstack

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.894467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 04d267e1-8ffc-4f77-9083-d75ce2504508 · outbound

This paper cites {SourceFinder}: Finding malware {Source-Code} from publicly available repositories in {GitHub}.

What Makes a Fairness Tool Project Sustainable in Open Source? {SourceFinder}: Finding malware {Source-Code} from publicly available repositories in {GitHub}

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.881902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bbb15cb5-4c62-4057-a804-d2924d3d3918 · outbound

This paper cites Aequitas: A Bias and Fairness Audit Toolkit.

What Makes a Fairness Tool Project Sustainable in Open Source? Aequitas: A Bias and Fairness Audit Toolkit

Reference 72

Resolution: unresolved; no resolver link, observed 2026-08-15T21:28:23.610302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 072d0f7b-8fd8-44c4-91f5-40fa0726c54c · outbound

This paper cites Towards m ining norms in open source software repositories.

What Makes a Fairness Tool Project Sustainable in Open Source? Towards m ining norms in open source software repositories

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.870857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c827d278-2267-43d5-9835-34e07ad40796 · outbound

This paper cites Towards efﬁcient software engineering in t he era of ai and ml: Best practices and challenges.

What Makes a Fairness Tool Project Sustainable in Open Source? Towards efﬁcient software engineering in t he era of ai and ml: Best practices and challenges

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.860197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eeb2f4b1-9100-4a3e-850f-fdefe09166e6 · outbound

This paper cites Taxonomy of automated software testing tools.

What Makes a Fairness Tool Project Sustainable in Open Source? Taxonomy of automated software testing tools

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.847587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 72995893-e9a5-4425-9f89-7747b5db8e1b · outbound

This paper cites FAT Forensics: A Python Toolbox for Algorithmic Fairness, Accountability and Transparency.

What Makes a Fairness Tool Project Sustainable in Open Source? FAT Forensics: A Python Toolbox for Algorithmic Fairness, Accountability and Transparency

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-15T21:28:23.673461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06325c56-2816-494e-a269-ee8313eb95af · outbound

This paper cites Fat forensics: A python toolbox for algorithmic fairness, accountability a nd transparency.

What Makes a Fairness Tool Project Sustainable in Open Source? Fat forensics: A python toolbox for algorithmic fairness, accountability a nd transparency

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.817496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3b4d4a9f-6e80-471f-ac3e-f87cdeb30d9a · outbound

This paper cites The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models.

What Makes a Fairness Tool Project Sustainable in Open Source? The Language Interpretability Tool: Extensible, Interactive Visualizations and Analysis for NLP Models

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-15T21:28:23.754741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e0387e0-8468-4f66-93a0-9c23a07c8d28 · outbound

This paper cites Fairness-aware conﬁguration of machine learning librarie s.

What Makes a Fairness Tool Project Sustainable in Open Source? Fairness-aware conﬁguration of machine learning librarie s

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.642981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c6fb8c7f-9e24-4c0c-81b4-fdb290cb8d70 · outbound

This paper cites SVEva Fair: A Framework for Evaluating Fairness in Speaker Verification.

What Makes a Fairness Tool Project Sustainable in Open Source? SVEva Fair: A Framework for Evaluating Fairness in Speaker Verification

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-15T21:28:23.765731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71fce2dc-797e-4e8a-8dd3-792074410523 · outbound

This paper cites In-p rocessing modeling techniques for machine learning fairness: A surve y.

What Makes a Fairness Tool Project Sustainable in Open Source? In-p rocessing modeling techniques for machine learning fairness: A surve y

Reference 81

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.629186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 35ced3f3-0198-4c93-8718-7af6a63752c5 · outbound

This paper cites Mitigating bias in face recog nition using skewness-aware reinforcement learning.

What Makes a Fairness Tool Project Sustainable in Open Source? Mitigating bias in face recog nition using skewness-aware reinforcement learning

Reference 82

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.617153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d1328d42-e6f6-4e0d-a1e8-6084e02546f5 · outbound

This paper cites The what-if tool: Inter active probing of machine learning models.

What Makes a Fairness Tool Project Sustainable in Open Source? The what-if tool: Inter active probing of machine learning models

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.603271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c74eaf5f-a876-4683-aac9-455b36c1ddbb · outbound

This paper cites ethical ai.

What Makes a Fairness Tool Project Sustainable in Open Source? ethical ai

Reference 84

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.589847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 623062a4-813b-4d4b-98c0-17d8f9d5c2f1 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

What Makes a Fairness Tool Project Sustainable in Open Source? The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-15T21:28:23.800442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3732fd01-043c-4ca9-8916-c0d60ffc5697 · outbound

This paper cites What do users ask in open-source ai repositories? an empirical study of github i ssues.

What Makes a Fairness Tool Project Sustainable in Open Source? What do users ask in open-source ai repositories? an empirical study of github i ssues

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.465955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0053b74d-77a3-4ce3-822f-02b874f28c33 · outbound

This paper cites Measuring the m aintain- ability of open-source software.

What Makes a Fairness Tool Project Sustainable in Open Source? Measuring the m aintain- ability of open-source software

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.313010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 30d14596-ea49-4c68-90a6-ca41763f7f35 · outbound

This paper cites ” ignorance and prejudice” i n software fairness.

What Makes a Fairness Tool Project Sustainable in Open Source? ” ignorance and prejudice” i n software fairness

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.297257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 421b167c-25ae-425b-a5fb-1de3b301bea3 · outbound

This paper cites What the fork: a study of inefﬁcient and efﬁcient forking practices in soci al coding.

What Makes a Fairness Tool Project Sustainable in Open Source? What the fork: a study of inefﬁcient and efﬁcient forking practices in soci al coding

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T21:28:24.207995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers