Elina van Kempen, Zane Karl, Richard Deamicis, Qi Alfred Chen (UC Irivine)

Biometric authentication systems, such as fingerprint scanning or facial recognition, are now commonplace and available on the majority of new smartphones and laptops. With the development of tablet-digital pen systems, the deployment of handwriting authentication is to be considered.

In this paper, we evaluate the viability of using the dynamic properties of handwriting, provided by the Apple Pencil, to distinguish and authenticate individuals. Following the data collection phase involving 30 participants, we examined the accuracy of time-series classification models on different inputs and on textindependent against text-dependent authentication, and we analyzed the effect of handwriting forgery. Additionally, participants completed a user survey to gather insight on the public reception of handwriting authentication. While classification models proved to have high accuracy, above 99% in many cases, and participants had a globally positive view of handwriting authentication, the models were not always robust against forgeries, with up to 21.3% forgery success rate. Overall, participants were positive about using handwriting authentication but showed some concern regarding its privacy and security impacts.

View More Papers

AAKA: An Anti-Tracking Cellular Authentication Scheme Leveraging Anonymous Credentials

Hexuan Yu (Virginia Polytechnic Institute and State University), Changlai Du (Virginia Polytechnic Institute and State University), Yang Xiao (University of Kentucky), Angelos Keromytis (Georgia Institute of Technology), Chonggang Wang (InterDigital), Robert Gazda (InterDigital), Y. Thomas Hou (Virginia Polytechnic Institute and State University), Wenjing Lou (Virginia Polytechnic Institute and State University)

Read More

LMSanitator: Defending Prompt-Tuning Against Task-Agnostic Backdoors

Chengkun Wei (Zhejiang University), Wenlong Meng (Zhejiang University), Zhikun Zhang (CISPA Helmholtz Center for Information Security and Stanford University), Min Chen (CISPA Helmholtz Center for Information Security), Minghu Zhao (Zhejiang University), Wenjing Fang (Ant Group), Lei Wang (Ant Group), Zihui Zhang (Zhejiang University), Wenzhi Chen (Zhejiang University)

Read More

Timing Channels in Adaptive Neural Networks

Ayomide Akinsanya (Stevens Institute of Technology), Tegan Brennan (Stevens Institute of Technology)

Read More

Vision: Retiring Scenarios — Enabling Ecologically Valid Measurement in...

Oliver D. Reithmaier (Leibniz University Hannover), Thorsten Thiel (Atmina Solutions), Anne Vonderheide (Leibniz University Hannover), Markus Dürmuth (Leibniz University Hannover)

Read More