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Privacy is a key challenge for continued digitalization of health. The forthcoming European General Data Protection Regulation (GDPR) is transforming this challenge into regulatory directives. User consent provisioning and coordinating…

Computers and Society · Computer Science 2016-05-04 Xiang Su , Jarkko Hyysalo , Mika Rautiainen , Jukka Riekki , Jaakko Sauvola , Altti Ilari Maarala , Harri Honko

Large Language Models (LLMs) are increasingly used to build autonomous agents that perform complex tasks with external tools, often exposed through APIs in enterprise systems. Direct use of these APIs is difficult due to the complex input…

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…

Human-Computer Interaction · Computer Science 2018-03-19 Michael Veale , Reuben Binns , Max Van Kleek

The General Data Protection Regulation (GDPR) requires an organisation that suffers a data breach to notify the competent Data Protection Authority. The organisation must also inform the relevant individuals, when a data breach threatens…

Cryptography and Security · Computer Science 2024-10-10 Frederik Zuiderveen Borgesius , Hadi Asghari , Noël Bangma , Jaap-Henk Hoepman

The ability of machines to comprehend and produce language that is similar to that of humans has revolutionized sectors like customer service, healthcare, and finance thanks to the quick advances in Natural Language Processing (NLP), which…

Cryptography and Security · Computer Science 2025-04-22 Swetha S , Ram Sundhar K Shaju , Rakshana M , Ganesh R , Balavedhaa S , Thiruvaazhi U

As digital threats continue to grow, organizations must find ways to enhance security while protecting user privacy. This paper explores how artificial intelligence (AI) plays a crucial role in achieving this balance. AI technologies can…

Cryptography and Security · Computer Science 2026-01-23 Binu V P , Deepthy K Bhaskar , Minimol B

The newly emerged machine learning (e.g. deep learning) methods have become a strong driving force to revolutionize a wide range of industries, such as smart healthcare, financial technology, and surveillance systems. Meanwhile, privacy has…

Machine Learning · Computer Science 2020-11-25 Bo Liu , Ming Ding , Sina Shaham , Wenny Rahayu , Farhad Farokhi , Zihuai Lin

Machine learning (ML) is increasingly applied across industries to automate decision-making, but concerns about ethical and legal compliance remain due to limited transparency, fairness, and accountability. Monitoring through logging a…

Software Engineering · Computer Science 2025-08-26 Patrick Loic Foalem , Leuson Da Silva , Foutse Khomh , Heng Li , Ettore Merlo

This paper examines the evolving landscape of machine learning (ML) and its profound impact across various sectors, with a special focus on the emerging field of Privacy-preserving Machine Learning (PPML). As ML applications become…

Cryptography and Security · Computer Science 2025-01-30 Chaoyu Zhang , Shaoyu Li

As machine learning becomes a more mainstream technology, the objective for governments and public sectors is to harness the power of machine learning to advance their mission by revolutionizing public services. Motivational government use…

Cryptography and Security · Computer Science 2020-10-13 Nader Sehatbakhsh , Ellie Daw , Onur Savas , Amin Hassanzadeh , Ian McCulloh

Ensuring data quality in machine learning (ML) systems has become increasingly complex as regulatory requirements expand. In the European Union (EU), frameworks such as the General Data Protection Regulation (GDPR) and the Artificial…

Databases · Computer Science 2026-02-06 Yichun Wang , Kristina Irion , Paul Groth , Hazar Harmouch

Transparency - the provision of information about what personal data is collected for which purposes, how long it is stored, or to which parties it is transferred - is one of the core privacy principles underlying regulations such as the…

Software Engineering · Computer Science 2022-09-26 Elias Grünewald , Paul Wille , Frank Pallas , Maria C. Borges , Max-R. Ulbricht

Motivated by the advancing computational capacity of distributed end-user equipments (UEs), as well as the increasing concerns about sharing private data, there has been considerable recent interest in machine learning (ML) and artificial…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-11 Chuan Ma , Jun Li , Kang Wei , Bo Liu , Ming Ding , Long Yuan , Zhu Han , H. Vincent Poor

Increasingly common open data and open application programming interfaces (APIs) together with the progress of data science -- such as artificial intelligence (AI) and especially machine learning (ML) -- create opportunities to build novel…

Software Engineering · Computer Science 2021-03-15 Juha-Pekka Joutsenlahti , Timo Lehtonen , Mikko Raatikainen , Elina Kettunen , Tommi Mikkonen

This paper details the privacy and security landscape in today's cloud ecosystem and identifies that there is a gap in addressing the risks introduced by machine learning models. As machine learning algorithms continue to evolve and find…

Cryptography and Security · Computer Science 2024-02-05 Alka Luqman , Riya Mahesh , Anupam Chattopadhyay

Online services like Google provide a variety of application programming interfaces (APIs). These online APIs enable authenticated third-party services and applications (apps) to access a user's account data for tasks such as single sign-on…

Cryptography and Security · Computer Science 2021-11-08 David G. Balash , Xiaoyuan Wu , Miles Grant , Irwin Reyes , Adam J. Aviv

The General Data Protection Regulation (GDPR) came into effect in May 2018 and is designed to safeguard EU citizens' data privacy. The benefits of the regulation to consumers' rights and to regulators' powers are well known. The benefits to…

Computers and Society · Computer Science 2021-10-25 Gerard Buckley , Tristan Caulfield , Ingolf Becker

Large language model fine-tuning APIs enable widespread model customization, yet pose significant safety risks. Recent work shows that adversaries can exploit access to these APIs to bypass model safety mechanisms by encoding harmful…

Machine Learning · Computer Science 2025-08-26 Jack Youstra , Mohammed Mahfoud , Yang Yan , Henry Sleight , Ethan Perez , Mrinank Sharma

The European General Data Protection Regulation (GDPR) grants European users the right to access their data processed and stored by organizations. Although the GDPR contains requirements for data processing organizations (e.g.,…

Cryptography and Security · Computer Science 2025-03-07 Daniela Pöhn , Nils Gruschka

In software development, privacy preservation has become essential with the rise of privacy concerns and regulations such as GDPR and CCPA. While several tools, guidelines, methods, methodologies, and frameworks have been proposed to…

Software Engineering · Computer Science 2025-05-01 Tharaka Wijesundara , Matthew Warren , Nalin Asanka Gamagedara Arachchilage
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