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Privacy policies define the terms under which personal data may be collected and processed by data controllers. The General Data Protection Regulation (GDPR) imposes requirements on these policies that are often difficult to implement.…

Cryptography and Security · Computer Science 2024-09-19 Raúl Pardo , Daniel Le Métayer

Generative AI technologies are gaining unprecedented popularity, causing a mix of excitement and apprehension through their remarkable capabilities. In this paper, we study the challenges associated with deploying synthetic data, a subfield…

Machine Learning · Computer Science 2023-07-11 Lauren Arthur , Jason Costello , Jonathan Hardy , Will O'Brien , James Rea , Gareth Rees , Georgi Ganev

The opacity of machine learning data is a significant threat to ethical data work and intelligible systems. Previous research has addressed this issue by proposing standardized checklists to document datasets. This paper expands that field…

Human-Computer Interaction · Computer Science 2022-08-11 Milagros Miceli , Tianling Yang , Adriana Alvarado Garcia , Julian Posada , Sonja Mei Wang , Marc Pohl , Alex Hanna

Document understanding models have recently demonstrated remarkable performance by leveraging extensive collections of user documents. However, since documents often contain large amounts of personal data, their usage can pose a threat to…

Computer Vision and Pattern Recognition · Computer Science 2024-05-01 Lei Kang , Mohamed Ali Souibgui , Fei Yang , Lluis Gomez , Ernest Valveny , Dimosthenis Karatzas

Synthetic data generation is a powerful tool for privacy protection when considering public release of record-level data files. Initially proposed about three decades ago, it has generated significant research and application interest. To…

Methodology · Statistics 2023-08-03 Jingchen Hu , Claire McKay Bowen

This research explores the application of Large Language Models (LLMs) for automating the extraction of requirement-related legal content in the food safety domain and checking legal compliance of regulatory artifacts. With Industry 4.0…

Software Engineering · Computer Science 2024-04-29 Shabnam Hassani

Perception of privacy is a contested concept, which is also evolving along with the rapid proliferation and expansion of technological advancements. Information systems (IS) applications incorporate various sensing infrastructures,…

Cryptography and Security · Computer Science 2024-11-20 Hamoud Alhazmi , Ahmed Imran , Mohammad Abu Alsheikh

Conversational agents open the world to new opportunities for human interaction and ubiquitous engagement. As their conversational abilities and knowledge has improved, these agents have begun to have access to an increasing variety of…

Computers and Society · Computer Science 2021-06-22 Rahime Belen Saglam , Jason R. C. Nurse

Personalization is critical in AI assistants, particularly in the context of private AI models that work with individual users. A key scenario in this domain involves enabling AI models to access and interpret a user's private data (e.g.,…

Artificial Intelligence Generated Content (AIGC) is one of the latest achievements in AI development. The content generated by related applications, such as text, images and audio, has sparked a heated discussion. Various derived AIGC…

Cryptography and Security · Computer Science 2023-06-02 Chuan Chen , Zhenpeng Wu , Yanyi Lai , Wenlin Ou , Tianchi Liao , Zibin Zheng

Differential privacy (DP) has a wide range of applications for protecting data privacy, but designing and verifying DP algorithms requires expert-level reasoning, creating a high barrier for non-expert practitioners. Prior works either rely…

Machine Learning · Computer Science 2026-05-19 Erchi Wang , Pengrun Huang , Eli Chien , Om Thakkar , Kamalika Chaudhuri , Yu-Xiang Wang , Ruihan Wu

Citizens have gained many rights with the GDPR, e.g. the right to get a copy of their personal data. In practice, however, this is fraught with problems for citizens and small data holders. We present a literature review on solutions…

Cryptography and Security · Computer Science 2024-03-26 Nico Puhlmann , Alex Wiesmaier , Patrick Weber , Andreas Heinemann

Social media data presents AI researchers with overlapping obligations under the GDPR, copyright law, and platform terms -- yet existing frameworks fail to integrate these regulatory domains, leaving researchers without unified guidance. We…

Multimedia · Computer Science 2025-10-17 Nick Oh , Giorgos D. Vrakas , Siân J. M. Brooke , Sasha Morinière , Toju Duke

Artificial Intelligence (AI) faces growing challenges from evolving data protection laws and enforcement practices worldwide. Regulations like GDPR and CCPA impose strict compliance requirements on Machine Learning (ML) models, especially…

Machine Learning · Computer Science 2025-01-23 Shubhi Asthana , Ruchi Mahindru , Bing Zhang , Jorge Sanz

The data revolution continues to transform every sector of science, industry and government. Due to the incredible impact of data-driven technology on society, we are becoming increasingly aware of the imperative to use data and algorithms…

Databases · Computer Science 2019-03-12 Serge Abiteboul , Julia Stoyanovich

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

Synthetic text generation with Differential Privacy (DP) guarantees emerges as a principled approach that can enable the sharing of sensitive datasets across institutional and regulatory boundaries, while bounding the risks of…

Recent advancements in generative AI have made it possible to create synthetic datasets that can be as accurate as real-world data for training AI models, powering statistical insights, and fostering collaboration with sensitive datasets…

Machine Learning · Computer Science 2025-01-08 Amy Steier , Lipika Ramaswamy , Andre Manoel , Alexa Haushalter

The European Union's Artificial Intelligence Act (AI Act) introduces comprehensive guidelines for the development and oversight of Artificial Intelligence (AI) and Machine Learning (ML) systems, with significant implications for Graph…

Machine Learning · Computer Science 2024-10-30 Barbara Hoffmann , Jana Vatter , Ruben Mayer

Autonomous driving is getting a lot of attention in the last decade and will be the hot topic at least until the first successful certification of a car with Level 5 autonomy. There are many public datasets in the academic community.…

Computer Vision and Pattern Recognition · Computer Science 2019-01-29 Michal Uricar , David Hurych , Pavel Krizek , Senthil Yogamani