2 papers
cs.CR2024
A Novel Defense Against Poisoning Attacks on Federated Learning: LayerCAM Augmented with Autoencoder
Jingjing Zheng, Xin Yuan, Kai Li +3
Recent attacks on federated learning (FL) can introduce malicious model updates that circumvent widely adopted Euclidean distance-based detection methods. This paper proposes a nov…
eess.SY2024
Age of Information Minimization using Multi-agent UAVs based on AI-Enhanced Mean Field Resource Allocation
Yousef Emami, Hao Gao, Kai Li +3
Unmanned Aerial Vehicle (UAV) swarms play an effective role in timely data collection from ground sensors in remote and hostile areas. Optimizing the collective behavior of swarms…