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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…

Computation and Language · Computer Science 2025-12-19 Cristina Aggazzotti , Elizabeth Allyn Smith

With a growing interest in modeling inherent subjectivity in natural language, we present a linguistically-motivated process to understand and analyze the writing style of individuals from three perspectives: lexical, syntactic, and…

Computation and Language · Computer Science 2019-09-19 Gaurav Verma , Balaji Vasan Srinivasan

Authorship identification is a process in which the author of a text is identified. Most known literary texts can easily be attributed to a certain author because they are, for example, signed. Yet sometimes we find unfinished pieces of…

Computation and Language · Computer Science 2019-12-24 Rahul Radhakrishnan Iyer , Carolyn Penstein Rose

The knowledge of source printer can help in printed text document authentication, copyright ownership, and provide important clues about the author of a fraudulent document along with his/her potential means and motives. Development of…

Multimedia · Computer Science 2019-06-18 Sharad Joshi , Nitin Khanna

Automatically disentangling an author's style from the content of their writing is a longstanding and possibly insurmountable problem in computational linguistics. At the same time, the availability of large text corpora furnished with…

Computation and Language · Computer Science 2023-08-28 Andrew Wang , Cristina Aggazzotti , Rebecca Kotula , Rafael Rivera Soto , Marcus Bishop , Nicholas Andrews

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…

Computation and Language · Computer Science 2019-02-27 Tommi Gröndahl , N. Asokan

The versatility of diffusion models in generating customized images has led to unauthorized usage of personal artwork, which poses a significant threat to the intellectual property of artists. Existing approaches relying on embedding…

Computer Vision and Pattern Recognition · Computer Science 2025-08-05 Lingxiao Chen , Liqin Wang , Wei Lu

Recent work has demonstrated that language models can be trained to identify the author of much shorter literary passages than has been thought feasible for traditional stylometry. We replicate these results for authorship and extend them…

Computation and Language · Computer Science 2025-02-07 Rebecca M. M. Hicke , David Mimno

Programmer attribution seeks to identify or verify the author of a source code artifact using stylistic, structural, or behavioural characteristics. This problem has been studied across software engineering, security, and digital forensics,…

Software Engineering · Computer Science 2026-03-13 Marek Horvath , Emilia Pietrikova , Diomidis Spinellis

Biometrics which use of human physiological characteristics for identifying an individual is now a widespread method of identification and authentication. Biometric identification is a technology which uses several image processing…

Computer Vision and Pattern Recognition · Computer Science 2012-10-24 Rachita Misra , Kasturika B ray

Style is an important concept in today's challenges in natural language generating. After the success in the field of image style transfer, the task of text style transfer became actual and attractive. Researchers are also interested in the…

Computation and Language · Computer Science 2023-06-06 Boris Orekhov

Stylometry is mostly applied to authorial style. Recently, researchers have begun investigating the style of characters, finding that the variation remains within authorial bounds. We address the stylistic distinctiveness of characters in…

Computation and Language · Computer Science 2023-01-16 Artjoms Šeļa , Ben Nagy , Joanna Byszuk , Laura Hernández-Lorenzo , Botond Szemes , Maciej Eder

Browser fingerprinting is a stateless identification technique based on browser properties. Together, they form an identifier that can be collected without users' notice and has been studied to be unique and stable. As this technique relies…

Cryptography and Security · Computer Science 2021-03-02 Antonin Durey , Pierre Laperdrix , Walter Rudametkin , Romain Rouvoy

The forensic attribution of the handwriting in a digitized document to multiple scribes is a challenging problem of high dimensionality. Unique handwriting styles may be dissimilar in a blend of several factors including character size,…

Computer Vision and Pattern Recognition · Computer Science 2023-06-30 Sriparna Majumdar , Aaron Brick

Authorship attribution is a natural language processing task that has been widely studied, often by considering small order statistics. In this paper, we explore a complex network approach to assign the authorship of texts based on their…

Computation and Language · Computer Science 2017-08-08 Vanessa Q. Marinho , Henrique F. de Arruda , Thales S. Lima , Luciano F. Costa , Diego R. Amancio

The risk of misusing text-to-image generative models for malicious uses, especially due to the open-source development of such models, has become a serious concern. As a risk mitigation strategy, attributing generative models with neural…

Computer Vision and Pattern Recognition · Computer Science 2025-07-25 Murthy L , Subarna Tripathi

Components of machine learning systems are not (yet) perceived as security hotspots. Secure coding practices, such as ensuring that no execution paths depend on confidential inputs, have not yet been adopted by ML developers. We initiate…

Cryptography and Security · Computer Science 2020-11-04 Zhen Sun , Roei Schuster , Vitaly Shmatikov

In this study, we examined the possibility to extract personality traits from a text. We created an extensive dataset by having experts annotate personality traits in a large number of texts from multiple online sources. From these…

Computation and Language · Computer Science 2019-10-23 Nazar Akrami , Johan Fernquist , Tim Isbister , Lisa Kaati , Björn Pelzer

Browser fingerprinting consists into collecting attributes from a web browser. Hundreds of attributes have been discovered through the years. Each one of them provides a way to distinguish browsers, but also comes with a usability cost…

Cryptography and Security · Computer Science 2020-10-14 Nampoina Andriamilanto , Tristan Allard , Gaëtan Le Guelvouit

Recent advances confirm that large language models (LLMs) can achieve state-of-the-art performance across various tasks. However, due to the resource-intensive nature of training LLMs from scratch, it is urgent and crucial to protect the…

Cryptography and Security · Computer Science 2026-03-04 Zhiguang Yang , Hanzhou Wu