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With the upcoming AI regulations (e.g., EU AI Act) and rapid advancements in generative AI, new challenges emerge in the area of Human-Centered Responsible Artificial Intelligence (HCR-AI). As AI becomes more ubiquitous, questions around…

This article identifies a critical incompatibility between European notions of discrimination and existing statistical measures of fairness. First, we review the evidential requirements to bring a claim under EU non-discrimination law. Due…

人工智能 · 计算机科学 2020-05-13 Sandra Wachter , Brent Mittelstadt , Chris Russell

Recent AI algorithms are black box models whose decisions are difficult to interpret. eXplainable AI (XAI) is a class of methods that seek to address lack of AI interpretability and trust by explaining to customers their AI decisions. The…

人工智能 · 计算机科学 2024-04-02 Behnam Mohammadi , Nikhil Malik , Tim Derdenger , Kannan Srinivasan

With the ever-growing achievements in Artificial Intelligence (AI) and the recent boosted enthusiasm in Financial Technology (FinTech), applications such as credit scoring have gained substantial academic interest. Credit scoring helps…

风险管理 · 定量金融 2020-12-08 Lara Marie Demajo , Vince Vella , Alexiei Dingli

The increasing integration of artificial intelligence (AI) systems in various fields requires solid concepts to ensure compliance with upcoming legislation. This paper systematically examines the compliance of AI systems with relevant…

计算机与社会 · 计算机科学 2026-04-21 Julius Schöning , Niklas Kruse

A global challenge in artificial intelligence (AI) regulation lies in achieving effective risk management without compromising innovation and technical progress. The European Union (EU) Artificial Intelligence Act represents the first…

Explainable Artificial Intelligence (XAI) techniques are frequently required by users in many AI systems with the goal of understanding complex models, their associated predictions, and gaining trust. While suitable for some specific tasks…

人机交互 · 计算机科学 2023-03-22 Savio Rozario , George Čevora

The EU AI Act represents the world's first transnational AI regulation with concrete enforcement measures. It builds on existing EU mechanisms for regulating health and safety of products but extends them to protect fundamental rights and…

计算机与社会 · 计算机科学 2025-05-29 Dave Lewis , Marta Lasek-Markey , Delaram Golpayegani , Harshvardhan J. Pandit

In September 2019, the Council of Europe's Committee of Ministers adopted the terms of reference for the Ad Hoc Committee on Artificial Intelligence (CAHAI). The CAHAI is charged with examining the feasibility and potential elements of a…

计算机与社会 · 计算机科学 2021-04-12 David Leslie , Christopher Burr , Mhairi Aitken , Josh Cowls , Michael Katell , Morgan Briggs

Explainable AI (XAI) aims to address the human need for safe and reliable AI systems. However, numerous surveys emphasize the absence of a sound mathematical formalization of key XAI notions -- remarkably including the term "explanation"…

人工智能 · 计算机科学 2023-09-19 Pietro Barbiero , Stefano Fioravanti , Francesco Giannini , Alberto Tonda , Pietro Lio , Elena Di Lavore

This is an integrative review that address the question, "What makes for a good explanation?" with reference to AI systems. Pertinent literatures are vast. Thus, this review is necessarily selective. That said, most of the key concepts and…

人工智能 · 计算机科学 2019-02-07 Shane T. Mueller , Robert R. Hoffman , William Clancey , Abigail Emrey , Gary Klein

Artificial Intelligence (AI) is one of the major technological advancements of this century, bearing incredible potential for users through AI-powered applications and tools in numerous domains. Being often black-box (i.e., its…

The proposed EU AI Act is the first comprehensive attempt to regulate AI in a major jurisdiction. This article analyses Article 9, the key risk management provision in the AI Act. It gives an overview of the regulatory concept behind…

计算机与社会 · 计算机科学 2024-11-20 Jonas Schuett

The implementation of the AI Act requires practical mechanisms to verify compliance with legal obligations, yet concrete and operational mappings from high-level requirements to verifiable assessment activities remain limited, contributing…

计算机与社会 · 计算机科学 2026-04-06 Alessio Buscemi , Tom Deckenbrunnen , Fahria Kabir , Kateryna Mishchenko , Nishat Mowla

Regulation is nothing without enforcement. This particularly holds for the dynamic field of emerging technologies. Hence, this article has two ambitions. First, it explains how the EU's new Artificial Intelligence Act (AIA) will be…

计算机与社会 · 计算机科学 2025-07-23 Claudio Novelli , Philipp Hacker , Jessica Morley , Jarle Trondal , Luciano Floridi

This paper challenges the argument that generative artificial intelligence (GenAI) is entitled to broad immunity from copyright law for reproducing copyrighted works without authorization due to a fair use defense. It examines fair use…

计算机与社会 · 计算机科学 2025-10-20 David Atkinson

Artificial intelligence (AI) now permeates critical infrastructures and decision-making systems where failures produce social, economic, and democratic harm. This position paper challenges the entrenched belief that regulation and…

计算机与社会 · 计算机科学 2025-11-04 Josu Eguiluz Castañeira , Axel Brando , Migle Laukyte , Marc Serra-Vidal

Existing and planned legislation stipulates various obligations to provide information about machine learning algorithms and their functioning, often interpreted as obligations to "explain". Many researchers suggest using post-hoc…

机器学习 · 计算机科学 2022-05-12 Sebastian Bordt , Michèle Finck , Eric Raidl , Ulrike von Luxburg

In this short paper, we consider the roles of HCI in enabling the better governance of consequential machine learning systems using the rights and obligations laid out in the recent 2016 EU General Data Protection Regulation (GDPR)---a law…

人机交互 · 计算机科学 2018-03-19 Michael Veale , Reuben Binns , Max Van Kleek

The European Union's Artificial Intelligence (AI) Act is set to be a landmark legal instrument for regulating AI technology. While stakeholders have primarily focused on the governance of fixed purpose AI applications (also known as narrow…

计算机与社会 · 计算机科学 2023-06-06 Risto Uuk , Carlos Ignacio Gutierrez , Alex Tamkin