Paper Citation Record · LEDGER

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen

As of 11 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 2 inbound Pith citation observations for arXiv:2506.01662.

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

pith.paper-citation-record.v1
2506.01662 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:44:12.558967Z

measured 61 of 61 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:54:04.330687Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T19:12:43.798197Z

Reference resolution

59 of 59 outbound references displayed

verified exact4
verified fuzzy37
unresolved18
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3b7f3f57-610a-45d4-8435-c8661afc76ba · outbound

This paper cites Bridging the Gap: Providing Post-Hoc Symbolic Explanations for Sequential Decision-Making Problems with Inscrutable Representations.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Bridging the Gap: Providing Post-Hoc Symbolic Explanations for Sequential Decision-Making Problems with Inscrutable Representations

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T11:44:11.494832Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e087721-10e1-4c27-bd93-b486bbccfeda · outbound

This paper cites AI, Global Governance, and Digital Sovereignty.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen AI, Global Governance, and Digital Sovereignty

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T11:44:11.508866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a61ae421-153d-4b15-a80e-38e70671b852 · outbound

This paper cites The challenges of the general data protection regulation to protect data subjects against the adverse effects of artificial intelligence.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen The challenges of the general data protection regulation to protect data subjects against the adverse effects of artificial intelligence

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:17.076603Z

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 91749eea-3031-42e6-b37d-ba3161519176 · outbound

This paper cites Contestable camera cars: a speculative design exploration of public ai that is open and responsive to dispute.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Contestable camera cars: a speculative design exploration of public ai that is open and responsive to dispute

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:17.037787Z

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 497ee6ba-30e5-4195-8f2e-6590d8ed5f4b · outbound

This paper cites The european union ai act.Bruselj: Brookings Institution, 2022.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen The european union ai act.Bruselj: Brookings Institution, 2022

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:17.003857Z

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 2bbfc3af-f54d-4e78-912b-e24fa87af55f · outbound

This paper cites Conceptualising contestability: Perspectives on contesting algorithmic decisions.Proceedings of the ACM on Human- Computer Interaction, 5(CSCW1):1–25, 2021.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Conceptualising contestability: Perspectives on contesting algorithmic decisions.Proceedings of the ACM on Human- Computer Interaction, 5(CSCW1):1–25, 2021

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.967485Z

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 f36d4b94-ee79-4c70-8c5b-fc4835f7bb97 · outbound

This paper cites Artificial intelligence and the value of transparency.AI & society, 36(2): 585–595, 2021.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Artificial intelligence and the value of transparency.AI & society, 36(2): 585–595, 2021

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.925281Z

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 4605fcca-f3a3-4901-88bf-e713b816a28f · outbound

This paper cites Contestable ai by design: Towards a framework.Minds and Machines, 33(4):613–639, 2023.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Contestable ai by design: Towards a framework.Minds and Machines, 33(4):613–639, 2023

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.890348Z

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 81c985f6-c6ad-41c4-ade2-5329bcbfb6ca · outbound

This paper cites Making algorithms public: Reimagining auditing from matters of fact to matters of concern.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Making algorithms public: Reimagining auditing from matters of fact to matters of concern

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.853368Z

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 090768fa-6be5-4fc7-9d60-9f4a9d6936e6 · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:16.818156Z

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 5aae3aea-6169-4894-9a47-3fb918fee08a · outbound

This paper cites Misfitting with ai: How blind people verify and contest ai errors.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Misfitting with ai: How blind people verify and contest ai errors

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.782827Z

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 6edb1618-f7e6-4984-951e-c05e7015b0a7 · outbound

This paper cites Argumentative large language models for explainable and contestable claim verification.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Argumentative large language models for explainable and contestable claim verification

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.744903Z

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 683b225f-2eb6-4048-9a22-1ba7918bc203 · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:16.715629Z

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 95b5b22a-8182-412b-9481-893c021b709c · outbound

This paper cites Human intervention in automated decision-making: Toward the construc- tion of contestable systems.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Human intervention in automated decision-making: Toward the construc- tion of contestable systems

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.685933Z

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 38821f25-5c94-4e24-9c1c-6b229b47f2c3 · outbound

This paper cites Qualification and quantification in machine learning.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Qualification and quantification in machine learning

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.651705Z

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 4005500b-b395-4444-a664-9f196b1aca07 · outbound

This paper cites Enhancing human agency through redress in artificial intelligence systems.AI & society, 38(2): 537–547, 2023.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Enhancing human agency through redress in artificial intelligence systems.AI & society, 38(2): 537–547, 2023

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.605676Z

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 1bae9fcb-2b41-40ea-a8da-a718bf092f41 · outbound

This paper cites Context-dependent Explainability and Contestability for Trustworthy Medical Artificial Intelligence: Misclassification Identification of Morbidity Recognition Models in Preterm Infants.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Context-dependent Explainability and Contestability for Trustworthy Medical Artificial Intelligence: Misclassification Identification of Morbidity Recognition Models in Preterm Infants

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:44:14.016914Z

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 6f466481-8088-43b5-b16a-dafd0f5ca0df · outbound

This paper cites Public value principles for secure and trusted ai.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Public value principles for secure and trusted ai

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.566261Z

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 21bdf6e0-6afe-48a6-830b-fa9b27e1d245 · outbound

This paper cites Towards substantive conceptions of algorithmic fairness: Normative guidance from equal opportunity doctrines.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Towards substantive conceptions of algorithmic fairness: Normative guidance from equal opportunity doctrines

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.529641Z

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 7e4c798a-e97c-4347-ba0f-f2d62966cd23 · outbound

This paper cites A risk-based approach to assessing liability risk for AI-driven harms considering EU liability directive.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen A risk-based approach to assessing liability risk for AI-driven harms considering EU liability directive

Reference 20

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:44:13.972310Z

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 6cd11266-8245-415b-88fb-4fb6c8f222c9 · outbound

This paper cites Hard choices in artificial intelligence.Artificial Intelligence, 300:103555, 2021.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Hard choices in artificial intelligence.Artificial Intelligence, 300:103555, 2021

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.496397Z

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 424bb51a-bba6-4ba9-b4dc-3115fdf35f5b · outbound

This paper cites Shaping our tools: Contestability as a means to promote responsible algorithmic decision making in the professions.Available at SSRN 3311894, 2019.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Shaping our tools: Contestability as a means to promote responsible algorithmic decision making in the professions.Available at SSRN 3311894, 2019

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.467375Z

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 4ae2c30e-3a6d-424d-b2b1-adccacc1abb6 · outbound

This paper cites Designing contestability: Interaction design, machine learning, and mental health.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Designing contestability: Interaction design, machine learning, and mental health

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.431779Z

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 12cfb16a-012e-450c-97ea-3824b3b64010 · outbound

This paper cites Binary governance: Lessons from the gdpr’s approach to algorithmic accountability.S.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Binary governance: Lessons from the gdpr’s approach to algorithmic accountability.S

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:16.400111Z

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 c73151d3-e763-4037-a1d8-4020d9d4bb33 · outbound

This paper cites Con- testable black boxes.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Con- testable black boxes

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:15.124410Z

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 9f9030c1-855c-4a89-81bb-3f13c096f4f2 · outbound

This paper cites Contestable AI needs Computational Argumentation.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Contestable AI needs Computational Argumentation

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:44:13.935378Z

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 24962149-0d1a-4a74-affa-4b7c53bbe749 · outbound

This paper cites From explainable to interactive ai: A literature review on current trends in human-ai interaction.International Journal of Human-Computer Studies, page 103301, 2024.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen From explainable to interactive ai: A literature review on current trends in human-ai interaction.International Journal of Human-Computer Studies, page 103301, 2024

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:15.082991Z

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 5cf63a2e-b750-488c-8167-c1b70d2616f0 · outbound

This paper cites Generating Process-Centric Explanations to Enable Contestability in Algorithmic Decision-Making: Challenges and Opportunities.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Generating Process-Centric Explanations to Enable Contestability in Algorithmic Decision-Making: Challenges and Opportunities

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:44:13.878018Z

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 9d609bb5-019d-42df-aac5-a5b5f2123542 · outbound

This paper cites Intelligent systems in healthcare: A systematic survey of explainable user interfaces.Computers in Biology and Medicine, 180:108908, 2024.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Intelligent systems in healthcare: A systematic survey of explainable user interfaces.Computers in Biology and Medicine, 180:108908, 2024

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:15.054732Z

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 9aa9b6b2-36ec-4b8d-b5cf-8235a735a5b5 · outbound

This paper cites Litigating algorithms: Challenging government use of algorithmic decision systems.AI Now Institute, 2018.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Litigating algorithms: Challenging government use of algorithmic decision systems.AI Now Institute, 2018

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:15.012111Z

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 ccc54d7e-f88e-4b33-8a92-40037128c7f6 · outbound

This paper cites Litigatingalgorithms: 2019 us report.AI Now Institute, 2019.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Litigatingalgorithms: 2019 us report.AI Now Institute, 2019

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.973765Z

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 7918c9ef-da5b-4321-8943-cd4858ed1684 · outbound

This paper cites Understanding contestability on the margins: Implications for the design of algorithmic decision-making in public services.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Understanding contestability on the margins: Implications for the design of algorithmic decision-making in public services

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.943705Z

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 e5b9b8b3-e22a-4872-818e-b3bcbfafdf43 · outbound

This paper cites Legal and human rights issues of ai: Gaps, challenges and vulnera- bilities.Journal of Responsible Technology, 4:100005, 2020.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Legal and human rights issues of ai: Gaps, challenges and vulnera- bilities.Journal of Responsible Technology, 4:100005, 2020

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.902905Z

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 f4161f3a-3926-418d-940b-26e93bb66391 · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:14.874198Z

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 41b52447-866d-4807-a400-2e44df9a7145 · outbound

This paper cites Assessing risk, automating racism.Science, 366(6464):421–422, 2019.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Assessing risk, automating racism.Science, 366(6464):421–422, 2019

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.838587Z

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 c204d457-d51b-41c7-994f-2159566dce70 · outbound

This paper cites The Frontiers of Fairness in Machine Learning.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen The Frontiers of Fairness in Machine Learning

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T11:44:12.137445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ada721d-ce0a-4d9f-92ff-b98a62e35be0 · outbound

This paper cites Censored, suspended, shadowbanned: User interpretations of content moderation on social media platforms.New Media & Society, 20(11):4366–4383, 2018.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Censored, suspended, shadowbanned: User interpretations of content moderation on social media platforms.New Media & Society, 20(11):4366–4383, 2018

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.809166Z

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 91ef3d9a-d8c7-469b-8c87-e4e39c4539fc · outbound

This paper cites Algorithmic content modera- tion: Technical and political challenges in the automation of platform governance.Big Data & Society, 7(1):2053951719897945, 2020.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Algorithmic content modera- tion: Technical and political challenges in the automation of platform governance.Big Data & Society, 7(1):2053951719897945, 2020

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.779411Z

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 c9f37651-0590-487e-bbe9-1ed861544d9a · outbound

This paper cites The right not to be subject to automated decisions based on profiling.EU internet law: Regulation and enforcement, pages 77–98, 2017.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen The right not to be subject to automated decisions based on profiling.EU internet law: Regulation and enforcement, pages 77–98, 2017

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.745389Z

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 23293340-fe32-4685-9a91-7a6ed110f028 · outbound

This paper cites Empowering individuals in automated decision-making: Explainability, con- testability and beyond.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Empowering individuals in automated decision-making: Explainability, con- testability and beyond

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.699756Z

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 68831ee4-4bb0-49f9-9a85-260c07b169fd · outbound

This paper cites Towards implementing responsible ai.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Towards implementing responsible ai

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.667352Z

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 68297afb-7c8e-42a0-9cfc-9da4db320c9b · outbound

This paper cites Actionable recourse in linear classifi- cation.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Actionable recourse in linear classifi- cation

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T11:44:12.233494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11396dbd-1b4b-4097-a49a-9f92b424c9b2 · outbound

This paper cites The philosophical basis of algorith- mic recourse.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen The philosophical basis of algorith- mic recourse

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.623763Z

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 27892ac6-68a6-4049-b745-490ded9fc128 · outbound

This paper cites Interpretable to Whom? A Role-based Model for Analyzing Interpretable Machine Learning Systems.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Interpretable to Whom? A Role-based Model for Analyzing Interpretable Machine Learning Systems

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T11:44:12.259714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75d591a0-8163-4524-9ca5-0319f175b955 · outbound

This paper cites The prisma 2020 statement: an updated guideline for reporting systematic reviews.bmj, 372, 2021.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen The prisma 2020 statement: an updated guideline for reporting systematic reviews.bmj, 372, 2021

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T11:44:12.274737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c2128bc-116e-4c8a-a779-fd5ef16141ee · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Retrieval-augmented generation for knowledge-intensive nlp tasks

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.580945Z

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 a37ad98f-a4ef-47a5-a154-855d8f53c6b1 · outbound

This paper cites Measuring the quality of explanations: the system causability scale (scs) comparing human and machine explanations.KI-Künstliche Intelligenz, 34(2):193–198, 2020.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Measuring the quality of explanations: the system causability scale (scs) comparing human and machine explanations.KI-Künstliche Intelligenz, 34(2):193–198, 2020

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.546305Z

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 72f333ef-af56-4ece-b8d6-6344563f115e · outbound

This paper cites Adopted 13 June 2024.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Adopted 13 June 2024

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.504323Z

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 a1a6cda0-7649-47a3-b5b1-31f9946c2a5a · outbound

This paper cites Artificial Intelligence.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Artificial Intelligence

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.472408Z

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 41f7573c-8776-4433-ba7e-25023fcd72ea · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:14.437779Z

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 0aabac81-fd9b-4ace-8b73-a42b012e497b · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 51

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:14.389210Z

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 f31b6f2e-3421-4c7f-aaa4-a743f33344e0 · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 52

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:14.354215Z

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 81d265a1-20eb-4c5c-a139-f402a337aa9b · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:14.313731Z

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 70cbbc23-c82a-4b0e-b030-6e3a8783aeea · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:14.269378Z

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 e2748e81-0f40-436a-af21-7a11b9f03aef · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:14.236500Z

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 fc5ee0e1-a6e8-42e2-988c-79091a73c048 · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 56

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:14.195900Z

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 5f107286-5b0f-4484-a136-dfd25637497c · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 57

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:14.158379Z

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 b9f1a8e2-9fa9-4420-a63b-c28d908157d9 · outbound

This paper cites an unresolved cited work.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen Unresolved cited work

Reference 58

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:44:14.124627Z

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 f15453dd-0536-4695-bc32-69016ead6ede · outbound

This paper cites insufficient credit history.

Explainable AI Systems Must Be Contestable: Here's How to Make It Happen insufficient credit history

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:44:14.087933Z

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.

Pith citing papers

Observation c1a202ff-d72b-4a75-9299-057768c77dde · inbound

ConGaIT: A Clinician-Centered Dashboard for Contestable AI in Parkinson's Disease Care cites this paper.

ConGaIT: A Clinician-Centered Dashboard for Contestable AI in Parkinson's Disease Care Explainable AI Systems Must Be Contestable: Here's How to Make It Happen

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-06T11:54:04.330687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51b30884-9aa2-4190-bb12-47ada8fcee90 · inbound

Explainable AI Isn't Enough! Rethinking Algorithmic Contestability cites this paper.

Explainable AI Isn't Enough! Rethinking Algorithmic Contestability Explainable AI Systems Must Be Contestable: Here's How to Make It Happen

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-19T19:12:43.799530Z

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.