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The widespread use of smart devices gives rise to both security and privacy concerns. Fingerprinting smart devices can assist in authenticating physical devices, but it can also jeopardize privacy by allowing remote identification without…

Cryptography and Security · Computer Science 2014-03-14 Anupam Das , Nikita Borisov , Matthew Caesar

Audio fingerprinting, also named as audio hashing, has been well-known as a powerful technique to perform audio identification and synchronization. It basically involves two major steps: fingerprint (voice pattern) design and matching…

Sound · Computer Science 2015-02-25 Ngoc Q. K. Duong , Hien-Thanh Duong

Many effective attempts have been made for fake audio detection. However, they can only provide detection results but no countermeasures to curb this harm. For many related practical applications, what model or algorithm generated the fake…

Sound · Computer Science 2022-08-23 Xinrui Yan , Jiangyan Yi , Jianhua Tao , Chenglong Wang , Haoxin Ma , Tao Wang , Shiming Wang , Ruibo Fu

Modern Web APIs allow developers to provide extensively customized experiences for website visitors, but the richness of the device information they provide also make them vulnerable to being abused to construct browser fingerprints,…

Cryptography and Security · Computer Science 2024-03-26 Enrico Bacis , Igor Bilogrevic , Robert Busa-Fekete , Asanka Herath , Antonio Sartori , Umar Syed

Modern browsers give access to several attributes that can be collected to form a browser fingerprint. Although browser fingerprints have primarily been studied as a web tracking tool, they can contribute to improve the current state of web…

Cryptography and Security · Computer Science 2021-10-05 Nampoina Andriamilanto , Tristan Allard , Gaëtan Le Guelvouit , Alexandre Garel

Browser fingerprinting is a stateless tracking technique that attempts to combine information exposed by multiple different web APIs to create a unique identifier for tracking users across the web. Over the last decade, trackers have abused…

Cryptography and Security · Computer Science 2021-12-15 Pouneh Nikkhah Bahrami , Umar Iqbal , Zubair Shafiq

Browsers and their users can be tracked even in the absence of a persistent IP address or cookie. Unique and hence identifying pieces of information, making up what is known as a fingerprint, can be collected from browsers by a visited…

Cryptography and Security · Computer Science 2019-07-09 Nasser Mohammed Al-Fannah , Wanpeng Li

Advertisers are increasingly turning to fingerprinting techniques to track users across the web. As web browsing activity shifts to mobile platforms, traditional browser fingerprinting techniques become less effective; however, device…

Computers and Society · Computer Science 2016-06-15 Anupam Das , Nikita Borisov , Edward Chou , Muhammad Haris Mughees

Audio fingerprinting techniques have seen great advances in recent years, enabling accurate and fast audio retrieval even in conditions when the queried audio sample has been highly deteriorated or recorded in noisy conditions. Expectedly,…

Information Retrieval · Computer Science 2025-09-26 Kemal Altwlkany , Sead Delalić , Adis Alihodžić , Elmedin Selmanović , Damir Hasić

The proliferation of distorted, compressed, and manipulated music on modern media platforms like TikTok motivates the development of more robust audio fingerprinting techniques to identify the sources of musical recordings. In this paper,…

Sound · Computer Science 2025-11-10 Shubhr Singh , Kiran Bhat , Xavier Riley , Benjamin Resnick , John Thickstun , Walter De Brouwer

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

This work combined different audio features to obtain a more robust fingerprint to be used in a music recommendation process. The combination of these methods resulted in a high-dimensional vector. To reduce the number of values, PCA was…

Audio and Speech Processing · Electrical Eng. & Systems 2023-12-07 Diego Saldaña Ulloa

While advertising has become commonplace in today's online interactions, there is a notable dearth of research investigating the extent to which browser fingerprinting is harnessed for user tracking and targeted advertising. Prior studies…

Cryptography and Security · Computer Science 2025-02-20 Zengrui Liu , Jimmy Dani , Yinzhi Cao , Shujiang Wu , Nitesh Saxena

Browser fingerprinting can be used to identify and track users across the Web, even without cookies, by collecting attributes from users' devices to create unique "fingerprints". This technique and resulting privacy risks have been studied…

Computers and Society · Computer Science 2024-11-19 Alex Berke , Enrico Bacis , Badih Ghazi , Pritish Kamath , Ravi Kumar , Robin Lassonde , Pasin Manurangsi , Umar Syed

Browser fingerprinting consists in collecting attributes from a web browser to build a browser fingerprint. In this work, we assess the adequacy of browser fingerprints as an authentication factor, on a dataset of 4,145,408 fingerprints…

Cryptography and Security · Computer Science 2021-06-23 Nampoina Andriamilanto , Tristan Allard , Gaëtan Le Guelvouit

Fingerprint authentication has been extensively employed in contemporary identity verification systems owing to its rapidity and cost-effectiveness. Due to its widespread use, fingerprint leakage may cause sensitive information theft,…

Cryptography and Security · Computer Science 2024-04-16 Man Zhou , Shuao Su , Qian Wang , Qi Li , Yuting Zhou , Xiaojing Ma , Zhengxiong Li

Audio fingerprinting converts audio to much lower-dimensional representations, allowing distorted recordings to still be recognized as their originals through similar fingerprints. Existing deep learning approaches rigidly fingerprint…

Sound · Computer Science 2026-03-26 Hongjie Chen , Hanyu Meng , Huimin Zeng , Ryan A. Rossi , Lie Lu , Josh Kimball

Browser fingerprinting often provides an attractive alternative to third-party cookies for tracking users across the web. In fact, the increasing restrictions on third-party cookies placed by common web browsers and recent regulations like…

Cryptography and Security · Computer Science 2023-11-29 Meenatchi Sundaram Muthu Selva Annamalai , Igor Bilogrevic , Emiliano De Cristofaro

Audio fingerprinting is a technique used to identify and match audio recordings based on their unique characteristics. It involves creating a condensed representation of an audio signal that can be used to quickly compare and match against…

Sound · Computer Science 2023-05-03 Aarón López-García

This paper investigates the privacy leakage of smart speakers under an encrypted traffic analysis attack, referred to as voice command fingerprinting. In this attack, an adversary can eavesdrop both outgoing and incoming encrypted voice…

Cryptography and Security · Computer Science 2020-05-21 Chenggang Wang , Sean Kennedy , Haipeng Li , King Hudson , Gowtham Atluri , Xuetao Wei , Wenhai Sun , Boyang Wang
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