"Your Eyes Tell You Have Used This Password Before": Identifying Password Reuse from Gaze and Keystroke Dynamics
Yasmeen Abdrabou, Johannes Schütte, Ahmed Shams, Ken Pfeuffer, Daniel Buschek, Mohamed Khamis, Florian Alt
Abstract
A signifcant drawback of text passwords for end-user authentication is password reuse. We propose a novel approach to detect password reuse by leveraging gaze as well as typing behavior and study its accuracy. We collected gaze and typing behavior from 49 users while creating accounts for 1) a webmail client and 2) a news website. While most participants came up with a new password, 32% reported having reused an old password when setting up their accounts. We then compared diferent ML models to detect password reuse from the collected data. Our models achieve an accuracy of up to 87.7% in detecting password reuse from gaze, 75.8% accuracy from typing, and 88.75% when considering both types of behavior. We demonstrate that using gaze, password reuse can already be detected during the registration process, before users entered their password. Our work paves the road for developing novel interventions to prevent password reuse.
• Security and privacy → Usability in security and privacy.
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Install the CLIlune papers fulltext e557f448-1626-4683-9ba0-bb70473250d8Cited by top-tier papers3
- Comparing Dwell time, Pursuits and Gaze Gestures for Gaze Interaction on Handheld Mobile DevicesOmar Namnakani, Yasmeen Abdrabou, Jonathan Grizou, Augusto Esteves et al.CHI 2023 · 28 citations
- MAYA: Addressing Inconsistencies in Generative Password Guessing Through a Unified BenchmarkWilliam Corrias, Fabio De Gaspari, Dorjan Hitaj, Luigi V. ManciniS&P 2026 · 1 citation
- When VR Meets BCI: (Un)Observable Brainwave-Aware Privacy Reconstruction in the Metaverse via Unrestricted Inbuilt Motion SensorsTao Ni, Zehua Sun, Qingchuan Zhao, Wei-Bin Lee et al.S&P 2026
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- Let's Go in for a Closer Look: Observing Passwords in Their Natural HabitatSarah Pearman, Jeremy Thomas, Pardis Emami Naeini, Hana Habib et al.CCS 2017 · 168 citations
- The Role of Eye Gaze in Security and Privacy Applications: Survey and Future HCI Research DirectionsChristina P. Katsini, Yasmeen Abdrabou, George E. Raptis, Mohamed Khamis et al.CHI 2020 · 167 citations
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