FuMeAuth: Sensor-Based Continuous Authentication Using Fused Memory-Augmented Transformer Autoencoder

Y Li, Y Huang, H Huang - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
With the continual advancement of communication technologies, mobile devices have
become indispensable tools in our daily lives. While existing sensor-based continuous …

Authconformer: Sensor-based continuous authentication of smartphone users using a convolutional transformer

M Hu, K Zhang, R You, B Tu - Computers & Security, 2023 - Elsevier
To prevent the leakage of personal information on smartphones, a method that can
authenticate the smartphone user's identity throughout the session is essential. Sensor …

Memory-augmented autoencoder based continuous authentication on smartphones with conditional transformer gans

Y Li, L Liu, S Deng, H Qin… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Over the last years, sensor-based continuous authentication on mobile devices has
achieved great success on personal information protection. These proposed mechanisms …

Multi-motion sensor behavior based continuous authentication on smartphones using gated two-tower transformer fusion networks

C Zhao, F Gao, Z Shen - Computers & Security, 2024 - Elsevier
With continuous authentication, smartphones can constantly calculate authentication scores
to verify a user's identity while interacting with the smartphones after logging in. Among …

AUToSen: Deep-Learning-Based Implicit Continuous Authentication Using Smartphone Sensors

M Abuhamad, T Abuhmed, D Mohaisen… - IEEE Internet of …, 2020 - ieeexplore.ieee.org
Smartphones have become crucial for our daily life activities and are increasingly loaded
with our personal information to perform several sensitive tasks, including, mobile banking …

Unsupervised Sensor-Based Continuous Authentication With Low-Rank Transformer Using Learning-to-Rank Algorithms

Z Yang, Y Li, G Zhou - IEEE Transactions on Mobile Computing, 2024 - ieeexplore.ieee.org
With the rapid development of the Internet of Things (IoTs) and mobile communications,
mobile devices have become indispensable in our daily lives. Given the substantial amount …

DeFFusion: CNN-based continuous authentication using deep feature fusion

Y Li, P Tao, S Deng, G Zhou - ACM Transactions on Sensor Networks …, 2021 - dl.acm.org
Smartphones have become crucial and important in our daily life, but the security and
privacy issues have been major concerns of smartphone users. In this article, we present …

Using feature fusion strategies in continuous authentication on smartphones

Y Li, B Zou, S Deng, G Zhou - IEEE Internet Computing, 2020 - ieeexplore.ieee.org
With the increasing prevalence of mobile devices, people prefer to use smartphones to
make payments, take photos, and collect personal vital information. Due to the high …

Adaptive deep feature fusion for continuous authentication with data augmentation

Y Li, L Liu, H Qin, S Deng… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Mobile devices are becoming increasingly popular and are playing significant roles in our
daily lives. Insufficient security and weak protection mechanisms, however, cause serious …

AEGANAuth: Autoencoder GAN-Based Continuous Authentication With Conditional Variational Autoencoder Generative Adversarial Network

Y Li, C Ouyang, H Huang - IEEE Internet of Things Journal, 2024 - ieeexplore.ieee.org
In recent years, sensor-based continuous authentication on mobile devices has proven
highly effective in safeguarding personal information. However, these proposed approaches …