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Organizations of all sizes, across all industries and domains are leveraging artificial intelligence (AI) technologies to solve some of their biggest challenges around operations, customer experience, and much more. However, due to the…

Computers and Society · Computer Science 2022-11-24 Navdeep Gill , Abhishek Mathur , Marcos V. Conde

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

The popularisation of applying AI in businesses poses significant challenges relating to ethical principles, governance, and legal compliance. Although businesses have embedded AI into their day-to-day processes, they lack a unified…

Artificial Intelligence · Computer Science 2024-12-09 Haocheng Lin

Policy makers, scientists, and the public are increasingly confronted with thorny questions about the regulation of artificial intelligence (AI) systems. A key common thread concerns whether AI can be trusted and the factors that can make…

Artificial Intelligence · Computer Science 2026-04-08 Martino Maggetti

The deployment of AI systems faces three critical governance challenges that current frameworks fail to adequately address. First, organizations struggle with inadequate risk assessment at the use case level, exemplified by the Humana class…

Artificial Intelligence · Computer Science 2026-01-14 Pamela Gupta

In the past few decades, artificial intelligence (AI) technology has experienced swift developments, changing everyone's daily life and profoundly altering the course of human society. The intention of developing AI is to benefit humans, by…

Artificial Intelligence · Computer Science 2021-08-20 Haochen Liu , Yiqi Wang , Wenqi Fan , Xiaorui Liu , Yaxin Li , Shaili Jain , Yunhao Liu , Anil K. Jain , Jiliang Tang

An increasing number of regulations propose AI audits as a mechanism for achieving transparency and accountability for artificial intelligence (AI) systems. Despite some converging norms around various forms of AI auditing, auditing for the…

Computers and Society · Computer Science 2024-05-29 Khoa Lam , Benjamin Lange , Borhane Blili-Hamelin , Jovana Davidovic , Shea Brown , Ali Hasan

Building trustworthy autonomous systems is challenging for many reasons beyond simply trying to engineer agents that 'always do the right thing.' There is a broader context that is often not considered within AI and HRI: that the problem of…

Computers and Society · Computer Science 2020-10-15 Alexis Morris , Hallie Siegel , Jonathan Kelly

The increasing integration of Artificial Intelligence across multiple industry sectors necessitates robust mechanisms for ensuring transparency, trust, and auditability of its development and deployment. This topic is particularly important…

Cryptography and Security · Computer Science 2025-03-31 Kar Balan , Robert Learney , Tim Wood

Thanks to the great progress of machine learning in the last years, several Artificial Intelligence (AI) techniques have been increasingly moving from the controlled research laboratory settings to our everyday life. AI is clearly…

Artificial Intelligence · Computer Science 2021-06-07 Tatiana Tommasi , Silvia Bucci , Barbara Caputo , Pietro Asinari

In this work, we provide an industry research view for approaching the design, deployment, and operation of trustworthy Artificial Intelligence (AI) inference systems. Such systems provide customers with timely, informed, and customized…

While the increased use of AI in the manufacturing sector has been widely noted, there is little understanding on the risks that it may raise in a manufacturing organisation. Although various high level frameworks and definitions have been…

Artificial Intelligence · Computer Science 2025-12-17 Alexandra Brintrup , George Baryannis , Ashutosh Tiwari , Svetan Ratchev , Giovanna Martinez-Arellano , Jatinder Singh

Artificial Intelligence has rapidly become a cornerstone technology, significantly influencing Europe's societal and economic landscapes. However, the proliferation of AI also raises critical ethical, legal, and regulatory challenges. The…

When making strategic decisions, we are often confronted with overwhelming information to process. The situation can be further complicated when some pieces of evidence are contradicted each other or paradoxical. The challenge then becomes…

Artificial Intelligence · Computer Science 2023-06-13 Caesar Wu , Yuan-Fang Lib , Pascal Bouvry

The authors are concerned about the safety, health, and rights of the European citizens due to inadequate measures and procedures required by the current draft of the EU Artificial Intelligence (AI) Act for the conformity assessment of AI…

Machine Learning · Statistics 2023-10-05 Bernhard Nessler , Thomas Doms , Sepp Hochreiter

Trustworthiness is a central requirement for the acceptance and success of human-centered artificial intelligence (AI). To deem an AI system as trustworthy, it is crucial to assess its behaviour and characteristics against a gold standard…

The growing societal reliance on artificial intelligence necessitates robust frameworks for ensuring its security, accountability, and trustworthiness. This thesis addresses the complex interplay between privacy, verifiability, and…

Cryptography and Security · Computer Science 2025-09-03 Tobin South

The capabilities of artificial intelligence systems have been advancing to a great extent, but these systems still struggle with failure modes, vulnerabilities, and biases. In this paper, we study the current state of the field, and present…

Cryptography and Security · Computer Science 2025-06-12 Xingli Fang , Jianwei Li , Varun Mulchandani , Jung-Eun Kim

As AI-driven dataspaces become integral to data sharing and collaborative analytics, ensuring privacy, performance, and policy compliance presents significant challenges. This paper provides a comprehensive review of privacy-preserving and…

Cryptography and Security · Computer Science 2025-07-31 Joydeep Chandra , Satyam Kumar Navneet