Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:44:12.558967Z
Paper Citation Record · LEDGER
Explainable AI Systems Must Be Contestable: Here's How to Make It Happen
As of 8 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T11:54:04.330687Z
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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+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 2026-08-07T06:34:17.273281+00:00.