4 papers
Model-Driven Learning-Based Physical Layer Authentication for Mobile Wi-Fi Devices
Yijia Guo, Junqing Zhang, Yao-Win Peter Hong +1
The rise of wireless technologies has made the Internet of Things (IoT) ubiquitous, but the broadcast nature of wireless communications exposes IoT to authentication risks. Physica…
Practical Physical Layer Authentication for Mobile Scenarios Using a Synthetic Dataset Enhanced Deep Learning Approach
Yijia Guo, Junqing Zhang, Y. -W. Peter Hong
The Internet of Things (IoT) is ubiquitous thanks to the rapid development of wireless technologies. However, the broadcast nature of wireless transmissions results in great vulner…
Compressed Sensor Caching and Collaborative Sparse Data Recovery with Anchor Alignment
Yi-Jen Yang, Ming-Hsun Yang, Jwo-Yuh Wu +1
This work examines the compressed sensor caching problem in wireless sensor networks and devises efficient distributed sparse data recovery algorithms to enable collaboration among…
A Mathematical Theory for Learning Semantic Languages by Abstract Learners
Kuo-Yu Liao, Cheng-Shang Chang, Y. -W. Peter Hong
Recent advances in Large Language Models (LLMs) have demonstrated the emergence of capabilities (learned skills) when the number of system parameters and the size of training data…