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Related papers: Transparency, Compliance, And Contestability When …

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"Code is law" refers to the idea that, with the advent of digital technology, code has progressively established itself as the predominant way to regulate the behavior of Internet users. Yet, while computer code can enforce rules more…

Computers and Society · Computer Science 2018-01-09 Primavera De Filippi , Samer Hassan

This paper systematizes log based Transparency Enhancing Technologies. Based on work on transparency from multiple disciplines we outline the purpose, usefulness, and pitfalls of transparency. We describe the mechanisms that allow log based…

Cryptography and Security · Computer Science 2023-09-19 Alexander Hicks

Accountability aims to provide explanations for why unwanted situations occurred, thus providing means to assign responsibility and liability. As such, accountability has slightly different meanings across the sciences. In computer science,…

Computers and Society · Computer Science 2016-08-30 Severin Kacianka , Florian Kelbert , Alexander Pretschner

The growing need for accountability of the people behind AI systems can be addressed by leveraging processes in three fields of study: ethics, law, and computer science. While these fields are often considered in isolation, they rely on…

Computers and Society · Computer Science 2023-05-31 Giada Pistilli , Carlos Munoz Ferrandis , Yacine Jernite , Margaret Mitchell

With the digitalization of society, the interest, the debates and the research efforts concerning "code", "law", "artificial intelligence", and their various relationships, have been widely increasing. Yet, most arguments primarily focus on…

Computers and Society · Computer Science 2025-01-22 Giovanni Sileno

The notion that algorithmic systems should be "transparent" and "explainable" is common in the many statements of consensus principles developed by governments, companies, and advocacy organizations. But what exactly do policy and legal…

Machine Learning · Computer Science 2023-09-18 Matthew O'Shaughnessy

Accountability is widely understood as a goal for well governed computer systems, and is a sought-after value in many governance contexts. But how can it be achieved? Recent work on standards for governable artificial intelligence systems…

Computers and Society · Computer Science 2021-08-23 Joshua A. Kroll

Accountability is an often called for property of technical systems. It is a requirement for algorithmic decision systems, autonomous cyber-physical systems, and for software systems in general. As a concept, accountability goes back to the…

Software Engineering · Computer Science 2021-04-30 Severin Kacianka , Alexander Pretschner

Calls for heightened consideration of fairness and accountability in algorithmically-informed public decisions---like taxation, justice, and child protection---are now commonplace. How might designers support such human values? We…

Computers and Society · Computer Science 2018-05-01 Michael Veale , Max Van Kleek , Reuben Binns

Algorithmic transparency entails exposing system properties to various stakeholders for purposes that include understanding, improving, and contesting predictions. Until now, most research into algorithmic transparency has predominantly…

Accountability regimes typically encourage record-keeping to enable the transparency that supports oversight, investigation, contestation, and redress. However, implementing such record-keeping can introduce considerations, risks, and…

Computers and Society · Computer Science 2025-10-07 Shreya Chappidi , Jennifer Cobbe , Chris Norval , Anjali Mazumder , Jatinder Singh

While the exact definition and implementation of accountability depend on the specific context, at its core accountability describes a mechanism that will make decisions transparent and often provides means to sanction "bad" decisions. As…

Software Engineering · Computer Science 2020-05-18 Severin Kacianka , Amjad Ibrahim , Alexander Pretschner

In this Article, I explore the impending conflict between the protection of civil rights and artificial intelligence (AI). While both areas of law have amassed rich and well-developed areas of scholarly work and doctrinal support, a growing…

Computers and Society · Computer Science 2026-01-27 Sonia Katyal

We are currently unable to specify human goals and societal values in a way that reliably directs AI behavior. Law-making and legal interpretation form a computational engine that converts opaque human values into legible directives. "Law…

Computers and Society · Computer Science 2023-05-17 John J. Nay

In this short paper we focus on human in the loop for rule-based software used for law enforcement. For example, one can think of software that computes fines like tachograph software, software that prepares evidence like DNA sequencing…

Computers and Society · Computer Science 2023-09-20 Joost J. Joosten

Artificial Intelligence (AI) systems are increasingly deployed in legal contexts, where their opacity raises significant challenges for fairness, accountability, and trust. The so-called ``black box problem'' undermines the legitimacy of…

Artificial Intelligence · Computer Science 2025-10-14 Andrada Iulia Prajescu , Roberto Confalonieri

"Code is law" is the funding principle of cryptocurrencies. The security, transferability, availability and other properties of a crypto-asset are determined by the code through which it is created. If code is open source, as it happens for…

Statistical Finance · Quantitative Finance 2020-12-23 Lorenzo Lucchini , Laura Alessandretti , Bruno Lepri , Angela Gallo , Andrea Baronchelli

Accountability is the property of a system that enables the uncovering of causes for events and helps understand who or what is responsible for these events. Definitions and interpretations of accountability differ; however, they are…

Software Engineering · Computer Science 2018-10-24 Severin Kacianka , Alexander Pretschner

Explainability and its emerging counterpart contestability have become important normative and design principles for trustworthy AI as they enable users and subjects to understand and challenge AI decisions. However, realizing these…

Computers and Society · Computer Science 2025-08-15 Timothée Schmude , Mireia Yurrita , Kars Alfrink , Thomas Le Goff , Sebastian Tschiatschek , Tiphaine Viard

Laws play a key role in the complex socio-technical system impacting contestability: they create the regulations shaping the way AI systems are designed, evaluated, and used. Despite their role in the AI value chain, lawyers' impact on…

Human-Computer Interaction · Computer Science 2024-09-27 Gennie Mansi , Mark Riedl
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