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New consent management platforms (CMPs) have been introduced to the web to conform with the EU's General Data Protection Regulation, particularly its requirements for consent when companies collect and process users' personal data. This…

Human-Computer Interaction · Computer Science 2020-01-09 Midas Nouwens , Ilaria Liccardi , Michael Veale , David Karger , Lalana Kagal

As a result of the GDPR and the ePrivacy Directive, European users encounter cookie banners on almost every website. Many of such banners are implemented by Consent Management Providers (CMPs), who respect the IAB Europe's Transparency and…

Cryptography and Security · Computer Science 2020-02-24 Célestin Matte , Nataliia Bielova , Cristiana Santos

In response to growing concerns about user privacy, legislators have introduced new regulations and laws such as the General Data Protection Regulation (GDPR) and the California Consumer Privacy Act (CCPA) that force websites to obtain user…

Computers and Society · Computer Science 2024-03-01 Nikhil Jha , Martino Trevisan , Marco Mellia , Daniel Fernandez , Rodrigo Irarrazaval

Recent privacy regulations such as the General Data Protection Regulation (GDPR) and the California Consumer Privacy Act (CCPA) have established legal requirements for obtaining user consent regarding the collection, use, and sharing of…

Cryptography and Security · Computer Science 2025-12-30 Ying Li , Wenjun Qiu , Faysal Hossain Shezan , Kunlin Cai , Michelangelo van Dam , Lisa Austin , David Lie , Yuan Tian

Dark patterns are (evil) design nudges that steer people's behaviour through persuasive interface design. Increasingly found in cookie consent requests, they possibly undermine principles of EU privacy law. In two preregistered online…

Computers and Society · Computer Science 2025-09-24 Paul Graßl , Hanna Schraffenberger , Frederik Zuiderveen Borgesius , Moniek Buijzen

To ensure that users of online services understand what data are collected and how they are used in algorithmic decision-making, the European Union's General Data Protection Regulation (GDPR) specifies informed consent as a minimal…

Human-Computer Interaction · Computer Science 2020-06-26 Than Htut Soe , Oda Elise Nordberg , Frode Guribye , Marija Slavkovik

The California Consumer Privacy Act (CCPA) secures the right to Opt-Out for consumers in California. However, websites may implement complex consent mechanisms that potentially do not capture the user's true choices. We investigated the…

Cryptography and Security · Computer Science 2023-09-06 Torsha Mazumdar , Daniel Timko , Muhammad Lutfor Rahman

Cookie banners, the pop ups that appear to collect your consent for data collection, are a tempting ground for dark patterns. Dark patterns are design elements that are used to influence the user's choice towards an option that is not in…

Machine Learning · Computer Science 2022-04-27 Than Htut Soe , Cristiana Teixeira Santos , Marija Slavkovik

While companies increasingly rely on data, especially when it comes to targeted advertising, adapting content to users, selling data and training machine learning models, the collection of data raises privacy concerns. One way of collecting…

Human-Computer Interaction · Computer Science 2026-05-15 Liv Hilde Sjøflot , Tobias A. Opsahl

The enforcement of the GDPR led to the widespread adoption of consent notices, colloquially known as cookie banners. Studies have shown that many website operators do not comply with the law and track users prior to any interaction with the…

Computers and Society · Computer Science 2023-09-13 Ralf Gundelach , Dominik Herrmann

To protect consumer privacy, the California Consumer Privacy Act (CCPA) mandates that businesses provide consumers with a straightforward way to opt out of the sale and sharing of their personal information. However, the control that…

Human-Computer Interaction · Computer Science 2024-09-17 Van Hong Tran , Aarushi Mehrotra , Ranya Sharma , Marshini Chetty , Nick Feamster , Jens Frankenreiter , Lior Strahilevitz

Online services provide users with cookie banners to accept/reject the cookies placed on their web browsers. Despite the increased adoption of cookie banners, little has been done to ensure that cookie consent is compliant with privacy laws…

Cryptography and Security · Computer Science 2025-08-08 Brian Tang , Duc Bui , Kang G. Shin

User engagement with data privacy and security through consent banners has become a ubiquitous part of interacting with internet services. While previous work has addressed consent banners from either interaction design, legal, and…

Human-Computer Interaction · Computer Science 2021-02-05 Colin M. Gray , Cristiana Santos , Nataliia Bielova , Michael Toth , Damian Clifford

Data protection regulations, such as GDPR and CCPA, require websites and embedded third-parties, especially advertisers, to seek user consent before they can collect and process user data. Only when the users opt in, can these entities…

Cryptography and Security · Computer Science 2025-11-04 Zengrui Liu , Umar Iqbal , Nitesh Saxena

In response to the ePrivacy Directive and the consent requirements introduced by the GDPR, websites began deploying consent banners to obtain user permission for data collection and processing. However, due to shared third-party services…

Networking and Internet Architecture · Computer Science 2025-07-21 Ali Rasaii , Ha Dao , Anja Feldmann , Mohammadmahdi Javid , Oliver Gasser , Devashish Gosain

Online tracking remains problematic, with compliance and ethical issues persisting despite regulatory efforts. Consent interfaces, the visible manifestation of this industry, have seen significant attention over the years. We present robust…

Computers and Society · Computer Science 2025-03-26 Midas Nouwens , Janus Bager Kristensen , Kristjan Maalt , Rolf Bagge

During the past few years, mostly as a result of the GDPR and the CCPA, websites have started to present users with cookie consent banners. These banners are web forms where the users can state their preference and declare which cookies…

Computers and Society · Computer Science 2022-02-11 Emmanouil Papadogiannakis , Panagiotis Papadopoulos , Nicolas Kourtellis , Evangelos P. Markatos

Dark patterns are interface designs that nudge users towards behavior that is against their best interests. Since humans are often not even aware that they are influenced by these malicious patterns, research has to identify ways to protect…

Human-Computer Interaction · Computer Science 2021-03-30 Philip Hausner , Michael Gertz

Since the adoption of the General Data Protection Regulation (GDPR) in May 2018 more than 60 % of popular websites in Europe display cookie consent notices to their visitors. This has quickly led to users becoming fatigued with privacy…

Human-Computer Interaction · Computer Science 2019-10-23 Christine Utz , Martin Degeling , Sascha Fahl , Florian Schaub , Thorsten Holz

The GDPR requires websites to facilitate the right to revoke consent from Web users. While numerous studies measured compliance of consent with the various consent requirements, no prior work has studied consent revocation on the Web.…

Cryptography and Security · Computer Science 2025-05-26 Gayatri Priyadarsini Kancherla , Nataliia Bielova , Cristiana Santos , Abhishek Bichhawat
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