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User demand for blocking advertising and tracking online is large and growing. Existing tools, both deployed and described in research, have proven useful, but lack either the completeness or robustness needed for a general solution.…

Computers and Society · Computer Science 2019-05-31 Umar Iqbal , Peter Snyder , Shitong Zhu , Benjamin Livshits , Zhiyun Qian , Zubair Shafiq

Millions of web users directly depend on ad and tracker blocking tools to protect their privacy. However, existing ad and tracker blockers fall short because of their reliance on trivially susceptible advertising and tracking content. In…

Cryptography and Security · Computer Science 2021-08-19 Sandra Siby , Umar Iqbal , Steven Englehardt , Zubair Shafiq , Carmela Troncoso

Adblocking tools like Adblock Plus continue to rise in popularity, potentially threatening the dynamics of advertising revenue streams. In response, a number of publishers have ramped up efforts to develop and deploy mechanisms for…

The rise of ad-blockers is viewed as an economic threat by online publishers, especially those who primarily rely on ad- vertising to support their services. To address this threat, publishers have started retaliating by employing ad-block…

Cryptography and Security · Computer Science 2016-05-20 Muhammad Haris Mughees , Zhiyun Qian , Zubair Shafiq , Karishma Dash , Pan Hui

Websites employ third-party ads and tracking services leveraging cookies and JavaScript code, to deliver ads and track users' behavior, causing privacy concerns. To limit online tracking and block advertisements, several ad-blocking (black)…

Cryptography and Security · Computer Science 2019-06-04 Saad Sajid Hashmi , Muhammad Ikram , Mohamed Ali Kaafar

The intrusiveness and the increasing invasiveness of online advertising have, in the last few years, raised serious concerns regarding user privacy and Web usability. As a reaction to these concerns, we have witnessed the emergence of a…

Computers and Society · Computer Science 2016-02-08 Javier Parra-Arnau , Jagdish Prasad Achara , Claude Castelluccia

Many internet ventures rely on advertising for their revenue. However, users feel discontent by the presence of ads on the websites they visit, as the data-size of ads is often comparable to that of the actual content. This has an impact…

Social and Information Networks · Computer Science 2017-05-10 Kiran Garimella , Orestis Kostakis , Michael Mathioudakis

As third-party cookie blocking is becoming the norm in browsers, advertisers and trackers have started to use first-party cookies for tracking. We conduct a differential measurement study on 10K websites with third-party cookies allowed and…

Cryptography and Security · Computer Science 2023-11-28 Shaoor Munir , Sandra Siby , Umar Iqbal , Steven Englehardt , Zubair Shafiq , Carmela Troncoso

Third party advertising and tracking (A&T) are pervasive across the web, yet user exposure varies significantly with browser choice, browsing location, and hosting jurisdiction. We systematically study how these three factors shape tracking…

Networking and Internet Architecture · Computer Science 2026-03-04 Tanya Prasad , Rut Vora , Soo Yee Lim , Nguyen Phong Hoang , Thomas Pasquier

Numerous surveys have shown that Web users are concerned about the loss of privacy associated with online tracking. Alarmingly, these surveys also reveal that people are also unaware of the amount of data sharing that occurs between ad…

Cryptography and Security · Computer Science 2020-02-17 Muhammad Ahmad Bashir , Sajjad Arshad , William Robertson , Christo Wilson

Free content and services on the Web are often supported by ads. However, with the proliferation of intrusive and privacy-invasive ads, a significant proportion of users have started to use ad blockers. As existing ad blockers are radical…

Cryptography and Security · Computer Science 2016-04-18 Jagdish Prasad Achara , Javier Parra-Arnau , Claude Castelluccia

Perceptual ad-blocking is a novel approach that detects online advertisements based on their visual content. Compared to traditional filter lists, the use of perceptual signals is believed to be less prone to an arms race with web…

Cryptography and Security · Computer Science 2019-08-27 Florian Tramèr , Pascal Dupré , Gili Rusak , Giancarlo Pellegrino , Dan Boneh

Retargeting ads are increasingly prevalent on the Internet as their effectiveness has been shown to outperform conventional targeted ads. Retargeting ads are not only based on users' interests, but also on their intents, i.e. commercial…

Cryptography and Security · Computer Science 2014-04-18 Minh-Dung Tran , Gergely Acs , Claude Castelluccia

Third-party services form an integral part of the mobile ecosystem: they allow app developers to add features such as performance analytics and social network integration, and to monetize their apps by enabling user tracking and targeted ad…

On today's Web, users trade access to their private data for content and services. Advertising sustains the business model of many websites and applications. Efficient and successful advertising relies on predicting users' actions and…

Computers and Society · Computer Science 2016-05-25 Silvia Puglisi , David Rebollo-Monedero , Jordi Forné

Online advertisers and analytics services (or trackers), are constantly tracking users activities as they access web services either through browsers or a mobile apps. Numerous tools such as browser plugins and specialized mobile apps have…

Cryptography and Security · Computer Science 2017-09-13 Muhammad Ikram , Mohamed Ali Kaafar

On the modern web, trackers and advertisers frequently construct and monetize users' detailed behavioral profiles without consent. Despite various studies on web tracking mechanisms and advertisements, there has been no rigorous study…

Computers and Society · Computer Science 2023-12-12 Zahra Moti , Asuman Senol , Hamid Bostani , Frederik Zuiderveen Borgesius , Veelasha Moonsamy , Arunesh Mathur , Gunes Acar

Ad and tracking blocking extensions are popular tools for improving web performance, privacy and aesthetics. Content blocking extensions typically rely on filter lists to decide whether a web request is associated with tracking or…

Cryptography and Security · Computer Science 2020-05-22 Peter Snyder , Antoine Vastel , Benjamin Livshits

Today, many web advertising data flows involve passive cross-site tracking of users. Enabling such a mechanism through the usage of third party tracking cookies (3PC) exposes sensitive user data to a large number of parties, with little…

Cryptography and Security · Computer Science 2021-10-29 Joseph J. Pfeiffer , Denis Charles , Davis Gilton , Young Hun Jung , Mehul Parsana , Erik Anderson

Efforts by online ad publishers to circumvent traditional ad blockers towards regaining fiduciary benefits, have been demonstrably successful. As a result, there have recently emerged a set of adblockers that apply machine learning instead…

Cryptography and Security · Computer Science 2020-01-30 Shitong Zhu , Zhongjie Wang , Xun Chen , Shasha Li , Umar Iqbal , Zhiyun Qian , Kevin S. Chan , Srikanth V. Krishnamurthy , Zubair Shafiq
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