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With the rise of Web 2.0 platforms such as online social media, people's private information, such as their location, occupation and even family information, is often inadvertently disclosed through online discussions. Therefore, it is…

Cryptography and Security · Computer Science 2025-03-28 Zhanbo Liang , Jie Guo , Weidong Qiu , Zheng Huang , Shujun Li

In E-commerce advertising, where product recommendations and product ads are presented to users simultaneously, the traditional setting is to display ads at fixed positions. However, under such a setting, the advertising system loses the…

Machine Learning · Computer Science 2019-09-04 Weixun Wang , Junqi Jin , Jianye Hao , Chunjie Chen , Chuan Yu , Weinan Zhang , Jun Wang , Xiaotian Hao , Yixi Wang , Han Li , Jian Xu , Kun Gai

Extensions provide useful additional functionality for web browsers, but are also an increasingly popular vector for attacks. Due to the high degree of privilege extensions can hold, extensions have been abused to inject advertisements into…

Cryptography and Security · Computer Science 2020-02-17 Sajjad Arshad , Amin Kharraz , William Robertson

This paper uses and recycles data from a third-party digital marketing firm, to explore how targeted ads contribute to larger systems of racial discrimination. Focusing on a case study of targeted ads for educational searches in New York…

Computers and Society · Computer Science 2021-10-01 Ho-Chun Herbert Chang , Matt Bui , Charlton McIlwain

The primary objective of an anonymity tool is to protect the anonymity of its users through the implementation of strong encryption and obfuscation techniques. As a result, it becomes very difficult to monitor and identify users activities…

Cryptography and Security · Computer Science 2023-11-29 Javeriah Saleem , Rafiqul Islam , Zahidul Islam

Many tracking companies collect user data and sell it to data markets and advertisers. While they claim to protect user privacy by anonymizing the data, our research reveals that significant privacy risks persist even with anonymized data.…

Cryptography and Security · Computer Science 2026-02-12 Ruisheng Shi , Zhiyuan Peng , Tong Fu , Lina Lan , Qin Wang , Jiaqi Zeng

Sponsored search represents a major source of revenue for web search engines. This popular advertising model brings a unique possibility for advertisers to target users' immediate intent communicated through a search query, usually by…

Web tracking is an omnipresent phenomenon in today's web, affecting users in their day-to-day lives. Filter lists and blockers were invented to detect trackers and to protect users. Due to limitations of said tools, researchers developed…

Cryptography and Security · Computer Science 2026-05-06 Wolf Rieder , Philip Raschke , Thomas Cory , Christian René Sechting , Aditya Kumar , Axel Küpper

Growth in technology has resulted in the large-scale collection and processing of Personally Identifiable Information by organizations that run digital services such as websites, which led to the emergence of new legislation to regulate PII…

Cryptography and Security · Computer Science 2021-10-14 Abdirahman Mohamed , Christopher Dare , Ayobami Esther Olanrewaju , Mercyleen Tanui , Fonyuy Boris Lami

We increasingly live in a data-driven world, with diverse kinds of data distributed across many locations. In some cases, the datasets are collected from multiple locations, such as sensors (e.g., mobile phones and street cameras) spread…

Computers and Society · Computer Science 2020-06-19 Rachit Agarwal , Jen Rexford , with contributions from numerous workshop attendees

Facebook and other advertising platforms exploit users data for marketing purposes by allowing advertisers to select specific users and target them (the practice is being called micro-targeting). However, advertisers such as Cambridge…

Computers and Society · Computer Science 2024-03-05 Salim Chouaki , Islem Bouzenia , Oana Goga , Beatrice Roussillon

In today's world, the presence of online disinformation and propaganda is more widespread than ever. Independent publishers are funded mostly via digital advertising, which is unfortunately also the case for those publishing disinformation…

Computation and Language · Computer Science 2022-07-22 Zofia Trstanova , Nadir El Manouzi , Maryline Chen , Andre L. V. da Cunha , Sergei Ivanov

Limited transparency in targeted advertising on online content delivery platforms can breed mistrust for both viewers (of the content and ads) and advertisers. This user study (n=864) explores how explanations for targeted ads can bridge…

Human-Computer Interaction · Computer Science 2024-09-25 Dina Zilbershtein , Francesco Barile , Daan Odijk , Nava Tintarev

The success of generative AI relies heavily on training on data scraped through extensive crawling of the Internet, a practice that has raised significant copyright, privacy, and ethical concerns. While few measures are designed to resist a…

Human-Computer Interaction · Computer Science 2025-05-08 Enze Liu , Elisa Luo , Shawn Shan , Geoffrey M. Voelker , Ben Y. Zhao , Stefan Savage

Online behavioral advertising, and the associated tracking paraphernalia, poses a real privacy threat. Unfortunately, existing privacy-enhancing tools are not always effective against online advertising and tracking. We propose Harpo, a…

Machine Learning · Computer Science 2021-11-25 Jiang Zhang , Konstantinos Psounis , Muhammad Haroon , Zubair Shafiq

Graphs are a widely used data structure for collecting and analyzing relational data. However, when the graph structure is distributed across several parties, its analysis is particularly challenging. In particular, due to the sensitivity…

Cryptography and Security · Computer Science 2023-09-21 Sofiane Azogagh , Zelma Aubin Birba , Sébastien Gambs , Marc-Olivier Killijian

Modern websites extensively rely on JavaScript to implement both functionality and tracking. Existing privacy enhancing content blocking tools struggle against mixed scripts, which simultaneously implement both functionality and tracking,…

Cryptography and Security · Computer Science 2024-05-29 Abdul Haddi Amjad , Shaoor Munir , Zubair Shafiq , Muhammad Ali Gulzar

Major advertising platforms recently increased privacy protections by limiting advertisers' access to individual-level data. Instead of providing access to granular raw data, the platforms only allow a limited number of aggregate queries to…

Methodology · Statistics 2025-07-08 Anya Shchetkina

Understanding how people interact with the web is key for a variety of applications, e.g., from the design of effective web pages to the definition of successful online marketing campaigns. Browsing behavior has been traditionally…

Computers and Society · Computer Science 2021-05-05 Luca Vassio , Idilio Drago , Marco Mellia , Zied Ben Houidi , Mohamed Lamine Lamali

When surfing the Internet, individuals leak personal and corporate information to third parties whose (legitimate or not) businesses revolve around the value of collected data. The implications are serious, from a person unwillingly…

Computers and Society · Computer Science 2015-02-26 Hassan Metwalley , Stefano Traverso , Marco Mellia , Stanislav Miskovic , Mario Baldi