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

MASTERKEY: Automated Jailbreaking of Large Language Model Chatbots

Gelei Deng (Nanyang Technological University), Yi Liu (Nanyang Technological University), Yuekang Li (University of New South Wales), Kailong Wang (Huazhong University of Science and Technology), Ying Zhang (Virginia Tech), Zefeng Li (Nanyang Technological University), Haoyu Wang (Huazhong University of Science and Technology), Tianwei Zhang (Nanyang Technological University), Yang Liu (Nanyang Technological University)

Read More

Efficient Normalized Reduction and Generation of Equivalent Multivariate Binary...

Arnau Gàmez-Montolio (City, University of London; Activision Research), Enric Florit (Universitat de Barcelona), Martin Brain (City, University of London), Jacob M. Howe (City, University of London)

Read More

WIP: Modeling and Detecting Falsified Vehicle Trajectories Under Data...

Jun Ying, Yiheng Feng (Purdue University), Qi Alfred Chen (University of California, Irvine), Z. Morley Mao (University of Michigan and Google)

Read More

ActiveDaemon: Unconscious DNN Dormancy and Waking Up via User-specific...

Ge Ren (Shanghai Jiao Tong University), Gaolei Li (Shanghai Jiao Tong University), Shenghong Li (Shanghai Jiao Tong University), Libo Chen (Shanghai Jiao Tong University), Kui Ren (Zhejiang University)

Read More