Paper Citation Record · LEDGER

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study

As of 11 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 1 inbound Pith citation observation for arXiv:2512.13830.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2512.13830 v2

Coverage vector

measured 52 of 52 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T16:22:57.174672Z

measured 53 of 53 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-09T23:44:08.610255Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-11T14:01:06.622463Z

Reference resolution

52 of 52 outbound references displayed

verified exact0
verified fuzzy0
unresolved52
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ed87a9dd-55a0-4012-8952-57db372947c1 · outbound

This paper cites Interview Guide: Fairness Requirements in AI/ML Development.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Interview Guide: Fairness Requirements in AI/ML Development

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:52.001273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e82d2a7-ebd2-4366-8a87-72a5aa444829 · outbound

This paper cites Representative quotes and Thematic Analysis Application.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Representative quotes and Thematic Analysis Application

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:52.074762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bda02a11-6212-4f68-87d7-d7c1a9427a08 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:52.160391Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bdd81fab-238b-4bce-a1ea-ed6955622e88 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:52.293675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b618db0-695b-4631-9b03-5f21cbc89f83 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:52.385058Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e40a9c9b-1b3f-48a9-a266-f3c9a183886e · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:52.476895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0c8f95c-1af3-401a-8cde-130fd224fcef · outbound

This paper cites Hi. I’m Molly, Your Virtual Interviewer!.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Hi. I’m Molly, Your Virtual Interviewer!

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:52.553102Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9aa9625-6f9d-4544-9671-61c43ec10622 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:52.670767Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc6fb347-6fad-42fa-99a5-f0330a990060 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:52.724212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0839aa1a-7267-40bd-b777-835a692c679d · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:52.800016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf750a72-85c7-4532-a5db-c089a87f7032 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:52.973743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 503ea058-8bfa-45c6-a906-a56521be032d · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:53.074825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22db8d46-40e4-407f-a2c7-9f4989a5120e · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:53.194836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0bf18353-a656-46e3-995d-6c0ac646a418 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:53.334751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 957d82d7-ebe3-404d-8269-66355c34a117 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:53.406710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d168e391-5a90-4687-b907-875cb213f904 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:53.464746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7fc4f5a-8caa-46a3-9dc8-a8b37a1f42e6 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:53.584752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8ae68a3-10eb-45ab-b2e3-bc5f39e16bed · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:53.745474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49dd6f49-5464-4e91-8aad-9db368ddedbf · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:53.851071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d8d200d6-8abc-438c-990c-717865fa3fcd · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:53.965694Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76f5e760-e7b5-4406-b889-a91de01fbab2 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:54.074807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57f10209-04c9-4315-8029-6880020f9b9d · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:54.220806Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4bca490d-945e-4846-b2fc-bc6aafbd1769 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:54.358982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9fbc02f3-774c-4396-817f-8146084c72ac · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:54.406588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06f7ea01-7ba3-4d5b-be4e-490887902841 · outbound

This paper cites AI Fairness via Domain Adaptation.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study AI Fairness via Domain Adaptation

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:54.449066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3c5e7357-dbee-454e-814f-aecb01f13699 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:54.554949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 778033c1-c5a8-454f-a026-68f1eab16e5d · outbound

This paper cites 2024.Advancing Ethical and Responsible AI: Exploring Fairness, Privacy, and Explainability through Causal Perspectives.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study 2024.Advancing Ethical and Responsible AI: Exploring Fairness, Privacy, and Explainability through Causal Perspectives

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:54.646597Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ef85597-c5eb-49d9-b56e-101fc0bc1a7b · outbound

This paper cites Ethical AI Governance: Methods for Evaluating Trustworthy AI.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Ethical AI Governance: Methods for Evaluating Trustworthy AI

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:54.707984Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29cf3518-ed20-4291-8cee-31d5f5df36f8 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:54.765583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c956b43-bd61-423d-9626-bb2b260d1d93 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:54.869967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e863919-1a11-474b-bc80-86526f47d1fc · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:54.938141Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e08f453-b298-4ae3-8e57-2db39928e42c · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.014686Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1f28c0c-9bf6-4b99-94dc-8f6238570347 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.066560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1554394d-9179-475f-b598-791d39be1e5e · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.101077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 91bb8c2c-2c12-4677-817d-831d399fceac · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.186846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c593224-9bce-4f04-80a9-405586e87664 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.255635Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f068b09-5688-4b4b-bdc5-16239c5d1a5b · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.302060Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 973d6730-f0fc-4cc1-9997-8634daa25988 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.357512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fedd46e-1817-4bc6-a0f7-474932ea9a9c · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.427345Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86330896-a9e0-4998-be61-de10ff5d93f2 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.516356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4df05702-ea9e-494a-b28b-06d10b0823b4 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.647160Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25d46dd4-b743-4e1c-a51a-28ddf22a8a9c · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.764015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e01a4d0e-ee08-4a77-b829-3054fb3c68a8 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:55.842100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 56ef24ec-6de8-45d6-b64a-263fb56bad04 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:56.010116Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e51608d-feb2-412e-a5a6-0ae25397d072 · outbound

This paper cites Ethical software requirements from user reviews: A systematic literature review.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Ethical software requirements from user reviews: A systematic literature review

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:56.131122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7ce4948-69d9-4fb0-a244-a40e1773a9ca · outbound

This paper cites 2009.Card sorting: Designing usable categories.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study 2009.Card sorting: Designing usable categories

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:56.320868Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4765dd2-b848-40de-8dfd-b164a5024810 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:56.496812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae85ebc3-5d69-4d57-a250-bdeca9e77f35 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:56.614927Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1756afd6-95b3-41ec-9c48-b7488cb71d38 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:56.674004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d667feb-8f7c-4c9a-9511-5b9f553e4abb · outbound

This paper cites A Catalog of Fairness-Aware Practices in Machine Learning Engineering.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study A Catalog of Fairness-Aware Practices in Machine Learning Engineering

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:56.804839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 103a2f6b-4d2e-4862-a128-aa7310876867 · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:57.008071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e4a1620c-1e9f-46b3-9fbb-4d0ff733d66d · outbound

This paper cites an unresolved cited work.

Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study Unresolved cited work

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-03T16:22:57.174672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 4393b993-9f0e-42de-ac31-2d0c854028e8 · inbound

Intersectional Fairness in Large Language Models cites this paper.

Intersectional Fairness in Large Language Models Practitioner Insights on Fairness Requirements in the AI Development Life Cycle: An Interview Study

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-06-10T02:10:33.004237Z

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.