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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…

Over the past decade, policymakers have developed a set of regulatory tools to ensure AI development aligns with key societal goals. Many of these tools were initially developed in response to concerns with task-specific AI and therefore…

Computers and Society · Computer Science 2026-01-26 Jennifer Wang , Andrew Selbst , Solon Barocas , Suresh Venkatasubramanian

This document presents a preliminary compilation of general-purpose AI (GPAI) evaluation practices that may promote internal validity, external validity and reproducibility. It includes suggestions for human uplift studies and benchmark…

Computers and Society · Computer Science 2025-08-20 Patricia Paskov , Michael J. Byun , Kevin Wei , Toby Webster

This paper presents a systematic review of the literature on evaluation criteria for Trustworthy Artificial Intelligence (TAI), with a focus on the seven EU principles of TAI. This systematic literature review identifies and analyses…

Computers and Society · Computer Science 2024-10-24 Louise McCormack , Malika Bendechache

Regulators in the US and EU are using thresholds based on training compute--the number of computational operations used in training--to identify general-purpose artificial intelligence (GPAI) models that may pose risks of large-scale…

Computers and Society · Computer Science 2024-08-07 Lennart Heim , Leonie Koessler

Artificial Intelligence (AI) Safety Institutes and governments worldwide are deciding whether they evaluate advanced AI themselves, support a private evaluation ecosystem or do both. Evaluation regimes have been established in a wide range…

Computers and Society · Computer Science 2025-08-06 Merlin Stein , Milan Gandhi , Theresa Kriecherbauer , Amin Oueslati , Robert Trager

This paper reviews Trustworthy Artificial Intelligence (TAI) and its various definitions. Considering the principles respected in any society, TAI is often characterized by a few attributes, some of which have led to confusion in regulatory…

Computers and Society · Computer Science 2025-02-13 Mohamad M Nasr-Azadani , Jean-Luc Chatelain

The EU Artificial Intelligence (AI) Act directs businesses to assess their AI systems to ensure they are developed in a way that is human-centered and trustworthy. The rapid adoption of AI in the industry has outpaced ethical evaluation…

Computers and Society · Computer Science 2025-09-30 Louise McCormack , Diletta Huyskes , Dave Lewis , Malika Bendechache

Artificial Intelligence (AI) governance is the practice of establishing frameworks, policies, and procedures to ensure the responsible, ethical, and safe development and deployment of AI systems. Although AI governance is a core pillar of…

Software Engineering · Computer Science 2025-05-30 Danilo Ribeiro , Thayssa Rocha , Gustavo Pinto , Bruno Cartaxo , Marcelo Amaral , Nicole Davila , Ana Camargo

Technological innovations have shown remarkable capabilities to benefit and harm society alike. AI constitutes a democratized sophisticated technology accessible to large parts of society, including malicious actors. This work proposes a…

Artificial Intelligence · Computer Science 2024-04-18 Sinan Arda

There is an urgent need to identify both short and long-term risks from newly emerging types of Artificial Intelligence (AI), as well as available risk management measures. In response, and to support global efforts in regulating AI and…

Computers and Society · Computer Science 2024-11-18 Rokas Gipiškis , Ayrton San Joaquin , Ze Shen Chin , Adrian Regenfuß , Ariel Gil , Koen Holtman

The malicious use or malfunction of advanced general-purpose AI (GPAI) poses risks that, according to leading experts, could lead to the 'marginalisation or extinction of humanity.' To address these risks, there are an increasing number of…

Computers and Society · Computer Science 2025-03-26 Rebecca Scholefield , Samuel Martin , Otto Barten

Most applications of Artificial Intelligence (AI) are designed for a confined and specific task. However, there are many scenarios that call for a more general AI, capable of solving a wide array of tasks without being specifically designed…

Artificial Intelligence · Computer Science 2024-02-06 Isaac Triguero , Daniel Molina , Javier Poyatos , Javier Del Ser , Francisco Herrera

The widespread deployment of general-purpose AI (GPAI) systems introduces significant new risks. Yet the infrastructure, practices, and norms for reporting flaws in GPAI systems remain seriously underdeveloped, lagging far behind more…

This paper critically evaluates the European Commission's proposed AI Act's approach to risk management and risk acceptability for high-risk AI systems that pose risks to fundamental rights and safety. The Act aims to promote "trustworthy"…

Computers and Society · Computer Science 2023-08-07 Henry Fraser , Jose-Miguel Bello y Villarino

This paper examines the critical challenges and potential solutions for conducting secure and effective external evaluations of general-purpose AI (GPAI) models. With the exponential growth in size, capability, reach and accompanying risk…

Computers and Society · Computer Science 2025-03-14 Alejandro Tlaie , Jimmy Farrell

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…

Computers and Society · Computer Science 2023-06-06 Risto Uuk , Carlos Ignacio Gutierrez , Alex Tamkin

This report provides a detailed comparison between the Safety and Security measures proposed in the EU AI Act's General-Purpose AI (GPAI) Code of Practice (Third Draft) and the current commitments and practices voluntarily adopted by…

Computers and Society · Computer Science 2025-07-24 Lily Stelling , Mick Yang , Rokas Gipiškis , Leon Staufer , Ze Shen Chin , Siméon Campos , Ariel Gil , Michael Chen

Trustworthy Artificial Intelligence (TAI) integrates ethics that align with human values, looking at their influence on AI behaviour and decision-making. Primarily dependent on self-assessment, TAI evaluation aims to ensure ethical…

Computers and Society · Computer Science 2024-09-13 Louise McCormack , Malika Bendechache

International institutions may have an important role to play in ensuring advanced AI systems benefit humanity. International collaborations can unlock AI's ability to further sustainable development, and coordination of regulatory efforts…

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