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In this paper we outline a proposal for improving the governance of artificial intelligence (AI) by investing in government capacity to systematically measure and monitor the capabilities and impacts of AI systems. If adopted, this would…

Computers and Society · Computer Science 2021-09-01 Jess Whittlestone , Jack Clark

In the current era, people and society have grown increasingly reliant on artificial intelligence (AI) technologies. AI has the potential to drive us towards a future in which all of humanity flourishes. It also comes with substantial risks…

Computers and Society · Computer Science 2021-08-24 Lu Cheng , Kush R. Varshney , Huan Liu

As the deployment of artificial intelligence (AI) is changing many fields and industries, there are concerns about AI systems making decisions and recommendations without adequately considering various ethical aspects, such as…

Computers and Society · Computer Science 2023-10-02 Conrad Sanderson , Qinghua Lu , David Douglas , Xiwei Xu , Liming Zhu , Jon Whittle

In this paper we discuss how systems with Artificial Intelligence (AI) can undergo safety assessment. This is relevant, if AI is used in safety related applications. Taking a deeper look into AI models, we show, that many models of…

Artificial Intelligence · Computer Science 2021-05-17 Jens Braband , Hendrik Schäbe

As Artificial Intelligence (AI) becomes more prevalent, protecting personal privacy is a critical ethical issue that must be addressed. This article explores the need for ethical AI systems that safeguard individual privacy while complying…

Computers and Society · Computer Science 2023-11-28 Petar Radanliev , Omar Santos

AI agents -- systems that plan, reason, and act using large language models -- produce non-deterministic, path-dependent behavior that cannot be fully governed at design time, where with governed we mean striking the right balance between…

Artificial Intelligence · Computer Science 2026-03-18 Maurits Kaptein , Vassilis-Javed Khan , Andriy Podstavnychy

In this overview article we will consider the deliberate restarting of algorithms, a meta technique, in order to improve the algorithm's performance, e.g., convergence rates or approximation guarantees. One of the major advantages is that…

Optimization and Control · Mathematics 2020-06-29 Sebastian Pokutta

Increasingly, laws are being proposed and passed by governments around the world to regulate Artificial Intelligence (AI) systems implemented into the public and private sectors. Many of these regulations address the transparency of AI…

Computers and Society · Computer Science 2022-07-05 Andrew Bell , Oded Nov , Julia Stoyanovich

To implement fair machine learning in a sustainable way, choosing the right fairness objective is key. Since fairness is a concept of justice which comes in various, sometimes conflicting definitions, this is not a trivial task though. The…

Artificial Intelligence · Computer Science 2021-05-04 Boris Ruf , Marcin Detyniecki

Machine Learning algorithms are technological key enablers for artificial intelligence (AI). Due to the inherent complexity, these learning algorithms represent black boxes and are difficult to comprehend, therefore influencing compliance…

Computers and Society · Computer Science 2020-02-21 NIklas Kuhl , Jodie Lobana , Christian Meske

Artificial intelligence and machine learning are increasingly used to offload decision making from people. In the past, one of the rationales for this replacement was that machines, unlike people, can be fair and unbiased. Evidence suggests…

Computers and Society · Computer Science 2024-09-27 Will Bridewell , Paul F. Bello , Selmer Bringsjord

High-stakes applications rely on combining Artificial Intelligence (AI) and humans for responsive and reliable decision making. For example, content moderation in social media platforms often employs an AI-human pipeline to promptly remove…

Machine Learning · Computer Science 2025-08-14 Thodoris Lykouris , Wentao Weng

The term artificial implies an inherent dichotomy from the natural or organic. However, AI, as we know it, is a product of organic ingenuity: designed, implemented, and iteratively improved by human cognition. The very principles that…

Artificial Intelligence · Computer Science 2025-12-25 Prajwal Ghimire , Keyoumars Ashkan

The concept of rationality is central to the field of artificial intelligence (AI). Whether we are seeking to simulate human reasoning, or trying to achieve bounded optimality, our goal is generally to make artificial agents as rational as…

Artificial Intelligence · Computer Science 2025-09-05 Olivia Macmillan-Scott , Mirco Musolesi

This article surveys the use of algorithmic systems to support decision-making in the public sector. Governments adopt, procure, and use algorithmic systems to support their functions within several contexts -- including criminal justice,…

Computers and Society · Computer Science 2021-06-11 Karen Levy , Kyla Chasalow , Sarah Riley

Artificial Intelligence (AI) is about making computers that do the sorts of things that minds can do, and as we progress towards this goal, we tend to increasingly delegate human tasks to machines. However, AI systems usually do these tasks…

Artificial Intelligence · Computer Science 2024-06-12 Peter R. Lewis , Stefan Sarkadi

The integration of Artificial Intelligence (AI) into weapon systems is one of the most consequential tactical and strategic decisions in the history of warfare. Current AI development is a remarkable combination of accelerating capability,…

Artificial Intelligence · Computer Science 2019-05-13 Philip Feldman , Aaron Dant , Aaron Massey

We argue that the trend toward providing users with feasible and actionable explanations of AI decisions, known as recourse explanations, comes with ethical downsides. Specifically, we argue that recourse explanations face several…

Computers and Society · Computer Science 2024-06-19 Emily Sullivan , Atoosa Kasirzadeh

The impact of Artificial Intelligence does not depend only on fundamental research and technological developments, but for a large part on how these systems are introduced into society and used in everyday situations. AI is changing the way…

Computers and Society · Computer Science 2022-05-24 Virginia Dignum

The integration of artificial intelligence (AI) and optimization hold substantial promise for improving the efficiency, reliability, and resilience of engineered systems. Due to the networked nature of many engineered systems, ethically…

Artificial Intelligence · Computer Science 2024-09-19 Rosemarie Santa Gonzalez , Ryan Piansky , Sue M Bae , Justin Biddle , Daniel Molzahn
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