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Understanding how data quality aligns with regulatory requirements in machine learning (ML) systems presents a critical challenge for practitioners navigating the evolving EU regulatory landscape. To address this, we first propose a…

Databases · Computer Science 2026-02-09 Yichun Wang , Kristina Irion , Paul Groth , Hazar Harmouch

Modern software has been an integral part of everyday activities in many disciplines and application contexts. Introducing intelligent automation by leveraging artificial intelligence (AI) led to break-throughs in many fields. The…

Software Engineering · Computer Science 2024-02-20 Sallam Abualhaija , Marcello Ceci , Lionel Briand

Combining big data and machine learning algorithms, the power of automatic decision tools induces as much hope as fear. Many recently enacted European legislation (GDPR) and French laws attempt to regulate the use of these tools. Leaving…

Other Statistics · Statistics 2018-10-04 Philippe Besse , Celine Castets-Renard , Aurelien Garivier , Jean-Michel Loubes

The explosion in the performance of Machine Learning (ML) and the potential of its applications are strongly encouraging us to consider its use in industrial systems, including for critical functions such as decision-making in autonomous…

Computers and Society · Computer Science 2023-11-14 François Terrier

The General Data Protection Regulation (GDPR) is a European Union regulation that will replace the existing Data Protection Directive on 25 May 2018. The most significant change is a huge increase in the maximum fine that can be levied for…

Artificial Intelligence · Computer Science 2018-09-18 John KC Kingston

As deep learning (DL) technologies advance, their application in automated visual inspection for Class III medical devices offers significant potential to enhance quality assurance and reduce human error. However, the adoption of such…

Computers and Society · Computer Science 2025-10-08 Julio Zanon Diaz , Tommy Brennan , Peter Corcoran

In Europe and indeed worldwide, the General Data Protection Regulation (GDPR) provides protection to individuals regarding their personal data in the face of new technological developments. GDPR is widely viewed as the benchmark for data…

Software Engineering · Computer Science 2020-07-24 Damiano Torre , Mauricio Alferez , Ghanem Soltana , Mehrdad Sabetzadeh , Lionel Briand

Data is central to the development and evaluation of machine learning (ML) models. However, the use of problematic or inappropriate datasets can result in harms when the resulting models are deployed. To encourage responsible AI practice…

Human-Computer Interaction · Computer Science 2022-08-25 Amy K. Heger , Liz B. Marquis , Mihaela Vorvoreanu , Hanna Wallach , Jennifer Wortman Vaughan

The EU's Artificial Intelligence Act (AI Act) is a significant step towards responsible AI development, but lacks clear technical interpretation, making it difficult to assess models' compliance. This work presents COMPL-AI, a comprehensive…

Large language models are prone to misuse and vulnerable to security threats, raising significant safety and security concerns. The European Union's Artificial Intelligence Act seeks to enforce AI robustness in certain contexts, but faces…

Cryptography and Security · Computer Science 2024-10-10 Tomas Bueno Momcilovic , Beat Buesser , Giulio Zizzo , Mark Purcell , Dian Balta

The short paper discusses algorithmic fairness by focusing on non-discrimination and a few important laws in the European Union (EU). In addition to the EU laws addressing discrimination explicitly, the discussion is based on the EU's…

Computers and Society · Computer Science 2024-12-24 Jukka Ruohonen

The increasing popularity of machine learning approaches and the rising awareness of data protection and data privacy presents an opportunity to build truly secure and trustworthy healthcare systems. Regulations such as GDPR and HIPAA…

Cryptography and Security · Computer Science 2020-11-17 Goutham Ramakrishnan , Aditya Nori , Hannah Murfet , Pashmina Cameron

Many AI companies are training their large language models (LLMs) on data without the permission of the copyright owners. The permissibility of doing so varies by jurisdiction: in countries like the EU and Japan, this is allowed under…

This report summarizes the European Union's series of data and AI regulations and analyzes them for managers in automotive vehicle manufacturing organizations. In particular, we highlight the relevant ideas of the regulations, including how…

Computers and Society · Computer Science 2024-07-22 Charlotte A. Shahlaei , Nicholas Berente

The proliferation of Large Language Models (LLMs) has demonstrated remarkable capabilities, elevating the critical importance of LLM safety. However, existing safety methods rely on ad-hoc taxonomy and lack a rigorous, systematic…

Computation and Language · Computer Science 2025-09-29 Wenbin Hu , Huihao Jing , Haochen Shi , Haoran Li , Yangqiu Song

Organizations developing machine learning-based (ML) technologies face the complex challenge of achieving high predictive performance while respecting the law. This intersection between ML and the law creates new complexities. As ML model…

Computers and Society · Computer Science 2025-04-25 Mathias Hanson , Gregory Lewkowicz , Sam Verboven

Under the EU AI Act, translating AI governance requirements into software development practice remains challenging. While AI governance frameworks exist at industry and organizational levels, empirical evidence of team-level implementation…

Artificial Intelligence · Computer Science 2026-04-24 Simon Jarvers , Orestis Papakyriakopoulos

The enactment of the General Data Protection Regulation (GDPR) in 2018 forced any organization that collects and/or processes EU-based personal data to comply with stringent privacy regulations. Software organizations have struggled to…

Software Engineering · Computer Science 2020-02-18 Ze Shi Li , Colin Werner , Neil Ernst , Daniela Damian

The EU General Data Protection Regulation (GDPR), enforced from 25th May 2018, aims to reform how organisations view and control the personal data of private EU citizens. The scope of GDPR is somewhat unprecedented: it regulates every…

Computers and Society · Computer Science 2018-08-23 Sean Sirur , Jason R. C. Nurse , Helena Webb

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…

Computers and Society · Computer Science 2026-04-21 Julius Schöning , Niklas Kruse
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