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Modern websites heavily rely on JavaScript (JS) to implement legitimate functionality as well as privacy-invasive advertising and tracking. Browser extensions such as NoScript block any script not loaded by a trusted list of endpoints, thus…

Cryptography and Security · Computer Science 2023-03-27 Abdul Haddi Amjad , Zubair Shafiq , Muhammad Ali Gulzar

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

The World Wide Web's connectivity is greatly attributed to the HTTP protocol, with HTTP messages offering informative header fields that appeal to disciplines like web security and privacy, especially concerning web tracking. Despite…

Cryptography and Security · Computer Science 2025-02-28 Wolf Rieder , Philip Raschke , Thomas Cory

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

Trackers have recently started to mix tracking and functional resources to circumvent privacy-enhancing content blocking tools. Such mixed web resources put content blockers in a bind: risk breaking legitimate functionality if they act and…

Networking and Internet Architecture · Computer Science 2021-10-01 Abdul Haddi Amjad , Danial Saleem , Fareed Zaffar , Muhammad Ali Gulzar , Zubair Shafiq

JavaScript (JS) is one of the most popular programming languages, and widely used for web apps and even backend development. Due to its dynamic nature, however, JS applications often have a reputation for poor software quality. As a…

Software Engineering · Computer Science 2024-09-12 Justus Bogner , Manuel Merkel

Deobfuscating JavaScript (JS) code poses a significant challenge in web security, particularly as obfuscation techniques are frequently used to conceal malicious activities within scripts. While Large Language Models (LLMs) have recently…

Cryptography and Security · Computer Science 2025-06-26 Guoqiang Chen , Xin Jin , Zhiqiang Lin

Browser fingerprinting is an invasive and opaque stateless tracking technique. Browser vendors, academics, and standards bodies have long struggled to provide meaningful protections against browser fingerprinting that are both accurate and…

Cryptography and Security · Computer Science 2020-08-12 Umar Iqbal , Steven Englehardt , Zubair Shafiq

While JavaScript established itself as a cornerstone of the modern web, it also constitutes a major tracking and security vector, thus raising critical privacy and security concerns. In this context, some browser extensions propose to…

Cryptography and Security · Computer Science 2023-01-26 Romain Fouquet , Pierre Laperdrix , Romain Rouvoy

Recently, several JavaScript-based deep learning frameworks have emerged, making it possible to perform deep learning tasks directly in browsers. However, little is known on what and how well we can do with these frameworks for deep…

Software Engineering · Computer Science 2019-03-26 Yun Ma , Dongwei Xiang , Shuyu Zheng , Deyu Tian , Xuanzhe Liu

With the emergence of the Node.js ecosystem, JavaScript has become a widely-used programming language for implementing server-side web applications. In this paper, we present the first empirical study of static code analysis tools for…

Cryptography and Security · Computer Science 2023-08-07 Tiago Brito , Mafalda Ferreira , Miguel Monteiro , Pedro Lopes , Miguel Barros , José Fragoso Santos , Nuno Santos

Tracking requires building a discriminative model for the target in the inference stage. An effective way to achieve this is online learning, which can comfortably outperform models that are only trained offline. Recent research shows that…

Computer Vision and Pattern Recognition · Computer Science 2021-11-16 Tianyu Zhu , Rongkai Ma , Mehrtash Harandi , Tom Drummond

Static analysis has established itself as a weapon of choice for detecting security vulnerabilities. Taint analysis in particular is a very general and powerful technique, where security policies are expressed in terms of forbidden flows,…

Cryptography and Security · Computer Science 2021-11-19 Saikat Dutta , Diego Garbervetsky , Shuvendu Lahiri , Max Schäfer

JavaScript's widespread adoption has made it an attractive target for malicious attackers who employ sophisticated obfuscation techniques to conceal harmful code. Current deobfuscation tools suffer from critical limitations that severely…

Cryptography and Security · Computer Science 2025-12-17 Dongchao Zhou , Lingyun Ying , Huajun Chai , Dongbin Wang

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

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

Content blocking is an important part of a performant, user-serving, privacy respecting web. Most content blockers build trust labels over URLs. While useful, this approach has well understood shortcomings. Attackers may avoid detection by…

Cryptography and Security · Computer Science 2020-05-26 Quan Chen , Peter Snyder , Ben Livshits , Alexandros Kapravelos

Web tracking (WT) systems are advanced technologies used to monitor and analyze online user behavior. Initially focused on HTML and static webpages, these systems have evolved with the proliferation of IoT, edge computing, and Big Data,…

Human-Computer Interaction · Computer Science 2025-04-30 Theofanis Tasoulas , Alexandros Gazis , Aggeliki Tsohou

Many websites import large JavaScript (JS) libraries to customize and enhance user experiences. Our data shows that many JS libraries are only partially utilized during a page load, and therefore, contain superfluous code that is never…

Networking and Internet Architecture · Computer Science 2020-03-18 Utkarsh Goel , Moritz Steiner

Information flow analysis prevents secret or untrusted data from flowing into public or trusted sinks. Existing mechanisms cover a wide array of options, ranging from lightweight taint analysis to heavyweight information flow control that…

Cryptography and Security · Computer Science 2019-06-28 Cristian-Alexandru Staicu , Daniel Schoepe , Musard Balliu , Michael Pradel , Andrei Sabelfeld
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