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Adolescents spend an increasing amount of their time in digital environments where their still-developing cognitive capacities leave them unable to recognize or resist commercial persuasion. Article 28(2) of the DSA responds to this…

Computers and Society · Computer Science 2026-05-12 Sara Solarova , Matej Mosnar , Matus Tibensky , Jan Jakubcik , Adrian Bindas , Simon Liska , Filip Hossner , Matúš Mesarčík , Ivan Srba

Modern social media platforms, such as TikTok, Facebook, and YouTube, rely on recommendation systems to personalize content for users based on user interactions with endless streams of content, such as "For You" pages. However, these…

Machine Learning · Computer Science 2025-02-14 Hieu Le , Salma Elmalaki , Zubair Shafiq , Athina Markopoulou

As generative AI becomes embedded in higher education, it increasingly shapes how students complete academic tasks. While these systems offer efficiency and support, concerns persist regarding over-automation, diminished student agency, and…

Human-Computer Interaction · Computer Science 2026-03-16 Nifu Dan

The integration of generative AI tools like ChatGPT into software engineering workflows opens up new opportunities to boost productivity in tasks such as unit test engineering. However, these AI-assisted workflows can also significantly…

Software Engineering · Computer Science 2025-10-14 Baris Ardic , Quentin Le Dilavrec , Andy Zaidman

Advanced large language models like ChatGPT have gained considerable attention recently, including among students. However, while the debate on ChatGPT in academia is making waves, more understanding is needed among lecturers and teachers…

Applications · Statistics 2023-03-10 Anna-Carolina Haensch , Sarah Ball , Markus Herklotz , Frauke Kreuter

The rapid proliferation of generative artificial intelligence (AI) tools - especially large language models (LLMs) such as ChatGPT - has ushered in a transformative era in higher education. Universities in developed regions are increasingly…

Human-Computer Interaction · Computer Science 2025-06-30 Russell Beale

The rapid expansion of Artificial Intelligence (AI) in digital platforms used by youth has created significant challenges related to privacy, autonomy, and data protection. While AI-driven personalization offers enhanced user experiences,…

Computers and Society · Computer Science 2026-02-02 Austin Shouli , Ankur Barthwal , Molly Campbell , Ajay Kumar Shrestha

Algorithm audits have increased in recent years due to a growing need to independently assess the performance of automatically curated services that process, filter, and rank the large and dynamic amount of information available on the…

Computers and Society · Computer Science 2023-04-06 Roberto Ulloa , Mykola Makhortykh , Aleksandra Urman

Social media platforms have become an integral part of everyday life, serving as a primary source of news and information for many users. These platforms increasingly rely on personalised recommendation systems that shape what users see and…

The widespread use of generative AI systems is coupled with significant ethical and social challenges. As a result, policymakers, academic researchers, and social advocacy groups have all called for such systems to be audited. However,…

Computers and Society · Computer Science 2024-07-09 Jakob Mokander , Justin Curl , Mihir Kshirsagar

Algorithms of online platforms are required under the Digital Services Act (DSA) to comply with specific obligations concerning algorithmic transparency, user protection and privacy. To verify compliance with these requirements, DSA…

Computers and Society · Computer Science 2026-01-27 Sara Solarova , Matúš Mesarčík , Branislav Pecher , Ivan Srba

Recent years have seen growing interest among both researchers and practitioners in user-engaged approaches to algorithm auditing, which directly engage users in detecting problematic behaviors in algorithmic systems. However, we know…

Human-Computer Interaction · Computer Science 2023-02-22 Wesley Hanwen Deng , Bill Boyuan Guo , Alicia DeVrio , Hong Shen , Motahhare Eslami , Kenneth Holstein

Algorithm audits are powerful tools for studying black-box systems. While very effective in examining technical components, the method stops short of a sociotechnical frame, which would also consider users as an integral and dynamic part of…

Human-Computer Interaction · Computer Science 2023-08-31 Michelle S. Lam , Ayush Pandit , Colin H. Kalicki , Rachit Gupta , Poonam Sahoo , Danaë Metaxa

The increasing reliance on complex algorithmic systems by online platforms has sparked a growing need for algorithm auditing, a methodology evaluating these systems' functionality and impact. In this paper, we systematically review 176…

Human-Computer Interaction · Computer Science 2025-02-28 Aleksandra Urman , Mykola Makhortykh , Aniko Hannak

Generative AI (GAI) tools have seen rapid adoption in educational settings, yet their role in fostering critical thinking remains underexplored. While previous studies have examined GAI as a tutor for specific lessons or as a tool for…

Computers and Society · Computer Science 2025-09-10 W. F. Lamberti , S. R. Lawrence , D. White , S. Kim , S. Abdullah

Chatbots have become increasingly prevalent. A growing body of research focused on the issue of human trust in AI. However, most existing user studies are conducted primarily with adult groups, overlooking teenagers who are also engaging…

Human-Computer Interaction · Computer Science 2025-12-09 Siyu Qiu , Anqi Lin , Shiya Wang , Xingyu Lan

Generative AI systems such as ChatGPT have a disruptive effect on learning and assessment. Computer science requires practice to develop skills in problem solving and programming that are traditionally developed using assignments.…

Computers and Society · Computer Science 2023-11-29 Kevin Wang , Seth Akins , Abdallah Mohammed , Ramon Lawrence

Although essential to revealing biased performance, well intentioned attempts at algorithmic auditing can have effects that may harm the very populations these measures are meant to protect. This concern is even more salient while auditing…

Computers and Society · Computer Science 2020-01-07 Inioluwa Deborah Raji , Timnit Gebru , Margaret Mitchell , Joy Buolamwini , Joonseok Lee , Emily Denton

AI auditing is a rapidly growing field of research and practice. This review article, which doubles as an editorial to Digital Societys topical collection on Auditing of AI, provides an overview of previous work in the field. Three key…

Computers and Society · Computer Science 2024-07-10 Jakob Mokander

Few-shot-based facial recognition systems have gained increasing attention due to their scalability and ability to work with a few face images during the model deployment phase. However, the power of facial recognition systems enables…

Cryptography and Security · Computer Science 2023-04-07 Min Chen , Zhikun Zhang , Tianhao Wang , Michael Backes , Yang Zhang