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Artificial intelligence (AI) is increasingly being adopted in most industries, and for applications such as note taking and checking grammar, there is typically not a cause for concern. However, when constitutional rights are involved, as…

Public defenders are asked to do more with less: representing clients deserving of adequate counsel while facing overwhelming caseloads and scarce resources. Although artificial intelligence (AI) is often promoted as a means of relieving…

Computers and Society · Computer Science 2026-04-28 Inyoung Cheong , Patty Liu , Dominik Stammbach , Peter Henderson

As the use of artificial intelligence (AI) in high-stakes decision-making increases, the ability to contest such decisions is being recognised in AI ethics guidelines as an important safeguard for individuals. Yet, there is little guidance…

Human-Computer Interaction · Computer Science 2021-02-23 Henrietta Lyons , Eduardo Velloso , Tim Miller

Contestability -- the ability to effectively challenge a decision -- is critical to the implementation of fairness. In the context of governmental decision making about individuals, contestability is often constitutionally required as an…

Computers and Society · Computer Science 2024-03-05 Susan Landau , James X. Dempsey , Ece Kamar , Steven M. Bellovin

AI has become pervasive in recent years, but state-of-the-art approaches predominantly neglect the need for AI systems to be contestable. Instead, contestability is advocated by AI guidelines (e.g. by the OECD) and regulation of automated…

Local governments increasingly use artificial intelligence (AI) for automated decision-making. Contestability, making systems responsive to dispute, is a way to ensure they respect human rights to autonomy and dignity. We investigate the…

Human-Computer Interaction · Computer Science 2023-02-10 Kars Alfrink , Ianus Keller , Neelke Doorn , Gerd Kortuem

As the use of algorithmic systems in high-stakes decision-making increases, the ability to contest algorithmic decisions is being recognised as an important safeguard for individuals. Yet, there is little guidance on what…

Computers and Society · Computer Science 2021-03-03 Henrietta Lyons , Eduardo Velloso , Tim Miller

Computer-aided decision making--where a human decision-maker is aided by a computational classifier in making a decision--is becoming increasingly prevalent. For instance, judges in at least nine states make use of algorithmic tools meant…

Machine Learning · Computer Science 2018-02-02 Andrew Morgan , Rafael Pass

The U.S. criminal legal system increasingly relies on software output to convict and incarcerate people. In a large number of cases each year, the government makes these consequential decisions based on evidence from statistical software --…

Computers and Society · Computer Science 2022-10-04 Rediet Abebe , Moritz Hardt , Angela Jin , John Miller , Ludwig Schmidt , Rebecca Wexler

The right to contest a decision with consequences on individuals or the society is a well-established democratic right. Despite this right also being explicitly included in GDPR in reference to automated decision-making, its study seems to…

Artificial Intelligence · Computer Science 2020-09-18 Andrea Aler Tubella , Andreas Theodorou , Virginia Dignum , Loizos Michael

Cyber-physical systems (CPS) have been broadly deployed in safety-critical domains, such as automotive systems, avionics, medical devices, etc. In recent years, Artificial Intelligence (AI) has been increasingly adopted to control CPS.…

Software Engineering · Computer Science 2022-04-20 Jiayang Song , Deyun Lyu , Zhenya Zhang , Zhijie Wang , Tianyi Zhang , Lei Ma

The AI/HCI and legal communities have developed largely independent conceptualizations of fairness. This conceptual difference hinders the potential incorporation of technical fairness criteria (e.g., procedural, group, and individual…

Computers and Society · Computer Science 2025-05-27 Tin Nguyen , Jiannan Xu , Phuong-Anh Nguyen-Le , Jonathan Lazar , Donald Braman , Hal Daumé , Zubin Jelveh

Discriminatory practices involving AI-driven police work have been the subject of much controversies in the past few years, with algorithms such as COMPAS, PredPol and ShotSpotter being accused of unfairly impacting minority groups. At the…

Computer Vision and Pattern Recognition · Computer Science 2022-08-08 Sophie Noiret , Jennifer Lumetzberger , Martin Kampel

Capture-the-Flag (CTF) competitions are increasingly becoming a testbed for evaluating AI capabilities at solving security tasks, due to the controlled environments and objective success criteria. Existing evaluations have focused on how…

Cryptography and Security · Computer Science 2026-02-25 Tingxuan Tang , Nicolas Janis , Kalyn Asher Montague , Kevin Eykholt , Dhilung Kirat , Youngja Park , Jiyong Jang , Adwait Nadkarni , Yue Xiao

With the rise of complex cyber devices Cyber Forensics (CF) is facing many new challenges. For example, there are dozens of systems running on smartphones, each with more than millions of downloadable applications. Sifting through this…

Cryptography and Security · Computer Science 2026-02-02 Shahid Alam , Zeynep Altiparmak

The promise of AI is huge. AI systems have already achieved good enough performance to be in our streets and in our homes. However, they can be brittle and unfair. For society to reap the benefits of AI systems, society needs to be able to…

Artificial Intelligence · Computer Science 2020-02-18 Jeannette M. Wing

Artificial Intelligence (AI) has become an important part of our everyday lives, yet user requirements for designing AI-assisted systems in law enforcement remain unclear. To address this gap, we conducted qualitative research on…

As AI regulations around the world intensify their focus on system safety, contestability has become a mandatory, yet ill-defined, safeguard. In XAI, "contestability" remains an empty promise: no formal definition exists, no algorithm…

Computers and Society · Computer Science 2025-06-03 Catarina Moreira , Anna Palatkina , Dacia Braca , Dylan M. Walsh , Peter J. Leihn , Fang Chen , Nina C. Hubig

The integration of artificial intelligence (AI) technologies into judicial decision-making, particularly in pretrial, sentencing, and parole contexts, has generated substantial concerns about transparency, reliability, and accountability.…

Artificial Intelligence · Computer Science 2026-04-15 Arthur Dyevre , Ahmad Shahvaroughi

With the rapid advancement of AI, there is a growing trend to integrate AI into decision-making processes. However, AI systems may exhibit biases that lead decision-makers to draw unfair conclusions. Notably, the COMPAS system used in the…

Computers and Society · Computer Science 2024-09-12 Chih-Cheng Rex Yuan , Bow-Yaw Wang
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