Occluded Oculus: Operationalizing Stylistic Obscurement
2026-07-27 • Cryptography and Security
Cryptography and SecurityComputation and LanguageInformation Retrieval
AI summaryⓘ
The authors compare Hermes' clever method of defeating the many-eyed giant Argus to their own strategy for hiding who wrote a text from powerful tracking systems. They study a tool called TraceTarnish, which uses different tricks like Translation, Obfuscation, Imitation, and Injection to confuse systems that analyze writing style. Their experiments show that Injection—adding hidden characters and small misspellings—works best at fooling these systems. This helps people keep their writing anonymous against strong surveillance tools.
stylometryauthorship attributiontext anonymizationadversarial tacticsTraceTarnishartificial obfuscationzero-width Unicodehomoglyphsmisspellingssurveillance
Authors
Robert Dilworth
Abstract
What did it take for Hermes, the devout messenger of the Olympian gods, to slay Argus Panoptes, the multi-eyed giant of Greek myth? As the perfect guardian, Panoptes' legion of ever-watchful eyes proved difficult -- but not impossible -- to defeat. The centerpiece of Hermes' strategy was obfuscation and sabotage. Posing as a shepherd, Hermes sealed each of Panoptes' eyes -- eyes that would otherwise have alerted the fearsome giant to Hermes' plot -- and vanquished him. The moral of the story: when a challenger must surmount a formidable foe -- one far greater in stature and vastly more equipped -- crafty maneuvers are not merely advisable but indispensable for victory. In this work, the "challenger" is a collective leveraging adversarial tactics to overcome the "multi-eyed giant" of stylometric systems and surveillance apparatuses. To successfully claw back the privacy siphoned by the multi-eyed giant, the challenger must carefully evaluate their plan of attack, $\textit{TraceTarnish}$, and determine what does and does not work to anonymize the authorship of text. To that end, we conduct an ablation study of $\textit{TraceTarnish}$ to better understand which module -- Translation, Obfuscation, Imitation, or Injection -- best confounds a stylometric system. Our results indicate that the most effective approach was Injection, meaning that inserting zero-width Unicode characters, homoglyphs, and intentional misspellings neutralizes the indefatigable eyes long enough to claim the head of the all-seeing giant.