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Authorship attribution aims to identify the author of a text based on the stylometric analysis. Authorship obfuscation, on the other hand, aims to protect against authorship attribution by modifying a text's style. In this paper, we…

计算与语言 · 计算机科学 2020-05-05 Asad Mahmood , Zubair Shafiq , Padmini Srinivasan

With Internet users constantly leaving a trail of text, whether through blogs, emails, or social media posts, the ability to write and protest anonymously is being eroded because artificial intelligence, when given a sample of previous…

机器学习 · 计算机科学 2021-10-19 Rishi Balakrishnan , Stephen Sloan , Anil Aswani

Authorship obfuscation techniques hold the promise of helping people protect their privacy in online communications by automatically rewriting text to hide the identity of the original author. However, obfuscation has been evaluated in…

计算与语言 · 计算机科学 2024-05-17 Calvin Bao , Marine Carpuat

When using a public communication channel--whether formal or informal, such as commenting or posting on social media--end users have no expectation of privacy: they compose a message and broadcast it for the world to see. Even if an end…

密码学与安全 · 计算机科学 2026-05-07 Robert Dilworth

The problem of obfuscating the authorship of a text document has received little attention in the literature to date. Current approaches are ad-hoc and rely on assumptions about an adversary's auxiliary knowledge which makes it difficult to…

密码学与安全 · 计算机科学 2018-05-24 Natasha Fernandes , Mark Dras , Annabelle McIver

Forensic scientists often need to identify an unknown speaker or writer in cases such as ransom calls, covert recordings, alleged suicide notes, or anonymous online communications, among many others. Speaker recognition in the speech domain…

计算与语言 · 计算机科学 2025-12-19 Cristina Aggazzotti , Elizabeth Allyn Smith

In this work, we address the problem of text anonymization where the goal is to prevent adversaries from correctly inferring private attributes of the author, while keeping the text utility, i.e., meaning and semantics. We propose…

密码学与安全 · 计算机科学 2025-02-04 Ahmed Frikha , Nassim Walha , Krishna Kanth Nakka , Ricardo Mendes , Xue Jiang , Xuebing Zhou

Stylometry--the identification of an author through analysis of a text's style (i.e., authorship attribution)--serves many constructive purposes: it supports copyright and plagiarism investigations, aids detection of harmful content, offers…

密码学与安全 · 计算机科学 2026-05-08 Robert Dilworth

Authorship identification has proven unsettlingly effective in inferring the identity of the author of an unsigned document, even when sensitive personal information has been carefully omitted. In the digital era, individuals leave a…

计算与语言 · 计算机科学 2023-10-04 Haining Wang

The performance of a voice anonymization system is typically measured according to its ability to hide the speaker's identity and keep the data's utility for downstream tasks. This means that the requirements the anonymization should…

音频与语音处理 · 电气工程与系统科学 2025-08-11 Sarina Meyer , Ngoc Thang Vu

Stylometric approaches have been shown to be quite effective for real-world authorship attribution. To mitigate the privacy threat posed by authorship attribution, researchers have proposed automated authorship obfuscation approaches that…

机器学习 · 计算机科学 2021-10-11 Muhammad Haroon , Fareed Zaffar , Padmini Srinivasan , Zubair Shafiq

Authorship obfuscation aims to disguise the identity of an author within a text by altering the writing style, vocabulary, syntax, and other linguistic features associated with the text author. This alteration needs to balance privacy and…

计算与语言 · 计算机科学 2025-03-19 Gabriel Loiseau , Damien Sileo , Damien Riquet , Maxime Meyer , Marc Tommasi

Textual deception constitutes a major problem for online security. Many studies have argued that deceptiveness leaves traces in writing style, which could be detected using text classification techniques. By conducting an extensive…

计算与语言 · 计算机科学 2019-02-27 Tommi Gröndahl , N. Asokan

Authorship attribution mainly deals with undecided authorship of literary texts. Authorship attribution is useful in resolving issues like uncertain authorship, recognize authorship of unknown texts, spot plagiarism so on. Statistical…

数字图书馆 · 计算机科学 2013-10-21 M. Sudheep Elayidom , Chinchu Jose , Anitta Puthussery , Neenu K Sasi

The task of obfuscating writing style using sequence models has previously been investigated under the framework of obfuscation-by-transfer, where the input text is explicitly rewritten in another style. These approaches also often lead to…

计算与语言 · 计算机科学 2018-05-21 Chris Emmery , Enrique Manjavacas , Grzegorz Chrupała

Author similarity and detection is an integral first step in detecting state-led disinformation campaigns in an automated fashion. Current detection techniques require an analyst or subject matter expert to hand-curate accounts. Stylometric…

社会与信息网络 · 计算机科学 2019-12-10 A. Kingsland , D. Fortin , E. Cary , S. Smith , K. Pazdernik , R. Perko

Maintaining anonymity in natural language communication remains a challenging task. Even when the number of candidate authors is large, standard authorship attribution techniques that analyze writing style predict the original author with…

计算与语言 · 计算机科学 2026-03-04 Haining Wang , Patrick Juola , Allen Riddell

In recent years, the increasing use of Artificial Intelligence based text generation tools has posed new challenges in document provenance, authentication, and authorship detection. However, advancements in stylometry have provided…

计算与语言 · 计算机科学 2024-01-15 Muhammad Tayyab Zamir , Muhammad Asif Ayub , Asma Gul , Nasir Ahmad , Kashif Ahmad

In what way could a data breach involving government-issued IDs such as passports, driver's licenses, etc., rival a random voluntary disclosure on a nondescript social-media platform? At first glance, the former appears more significant,…

密码学与安全 · 计算机科学 2026-05-08 Robert Dilworth

Voice anonymisation can be used to help protect speaker privacy when speech data is shared with untrusted others. In most practical applications, while the voice identity should be sanitised, other attributes such as the spoken content…

音频与语音处理 · 电气工程与系统科学 2024-08-09 Michele Panariello , Massimiliano Todisco , Nicholas Evans
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