ATRIA RESEARCH

The Library

Atria is a small, independent research lab working on computer science and machine learning: web platform security, client-side tracking, and the empirical limits of population-scale digital identification systems. Papers and working documents, open for anyone to read and download.

Documents
Public
On the Infeasibility of Population-Scale Browser Fingerprint Matching for Discord Ban-Evasion Detection.
We report on an approximately two-week engineering and measurement effort to build a browser and device fingerprinting system, internally named Ninhydrin, intended to detect Discord ban-evasion.
Principal Researcher
Cian Kelly-Aparicio ORCID: 0009-0006-7491-4181 ↗

Cian Kelly-Aparicio is an independent security researcher and the founder of Atria. His research focuses on web platform security, client-side tracking, browser fingerprinting, and the empirical limits of population-scale digital identification systems. Through Atria, he leads open-source development and research initiatives aimed at improving digital safety and privacy.

[email protected]