Unveiling Unicode's Unseen Underpinnings in Undermining Authorship Attribution
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Abstract (arXiv)
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 user takes utmost precautions to anonymize their online presence -- using an alias or pseudonym; masking their IP address; spoofing their geolocation; concealing their operating system and user agent; deploying encryption; registering with a disposable phone number or email; disabling non-essential settings; revoking permissions; and blocking cookies and fingerprinting -- one obvious element still lingers: the message itself. Assuming they avoid lapses in judgment or accidental self-exposure, there should be little evidence to validate their actual identity, right? Wrong. The content of their message -- necessarily open for public consumption -- exposes an attack vector: stylometric analysis, or author profiling. In this paper, we dissect the technique of stylometry, discuss an antithetical counter-strategy in adversarial stylometry, and devise enhancements through Unicode steganography.
Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). Builds on 17 of its 51 references that are in the map. First posted on arXiv 19 Aug 2025.
Builds on
17 of 51 references.
References · 17
- 2019PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarizationcited by 1,102
- 2023Nightshade: Prompt-Specific Poisoning Attacks on Text-to-Image Generative Modelscited by 75
- 2017A4NT: Author Attribute Anonymity by Adversarial Training of Neural Machine Translationcited by 42
- 2022Attribution and Obfuscation of Neural Text Authorship: A Data Mining Perspectivecited by 41
- 2021Adversarial Stylometry in the Wild: Transferable Lexical Substitution Attacks on Author Profilingcited by 13
- 2021Style Pooling: Automatic Text Style Obfuscation for Improved Classification Fairnesscited by 12
- 2025AuthorMist: Evading AI Text Detectors with Reinforcement Learningcited by 9
- 2014Fighting Authorship Linkability with Crowdsourcingcited by 8
- 2021Avengers Ensemble! Improving Transferability of Authorship Obfuscationcited by 8
- 2025On the Impact of Noise in Differentially Private Text Rewritingcited by 8
- 2025Masks and Mimicry: Strategic Obfuscation and Impersonation Attacks on Authorship Verificationcited by 7
- 2024ALISON: Fast and Effective Stylometric Authorship Obfuscationcited by 5
5 more
- 2025Steering Large Language Models with Register Analysis for Arbitrary Style Transfercited by 5
- 2021Preventing Author Profiling through Zero-Shot Multilingual Back-Translationcited by 4
- 2022A Girl Has A Name, And It's ... Adversarial Authorship Attribution for Deobfuscationcited by 3
- 2022Reproduction and Replication of an Adversarial Stylometry Experimentcited by 2
- 2023SHIELD: Thwarting Code Authorship Attributioncited by 2
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Citing papers per year: 2025: 1; 2026: 2.
3 papers.