Sunder Ali Khowaja

Toward Energy-Efficient Distributed Federated Learning for 6G Networks

2021 · IEEE Wireless Communications

The provision of communication services via portable and mobile devices, such as aerial base stations, is a crucial concept to be realized in 5G/6G networks. Conventionally, IoT/edge devices need to transmit data directly to the …

Get your Foes Fooled: Proximal Gradient Split Learning for Defense against Model Inversion Attacks on IoMT data

2022 · arXiv (Cornell University)

The past decade has seen a rapid adoption of Artificial Intelligence (AI), specifically the deep learning networks, in Internet of Medical Things (IoMT) ecosystem. However, it has been shown recently that the deep learning networks …

Toward Industrial Private AI: A Two-Tier Framework for Data and Model Security

2022 · IEEE Wireless Communications

With the advances in 5G and IoT devices, industries are vastly adopting artificial intelligence (AI) techniques for improving classification and prediction-based services. However, the use of AI also raises concerns regarding data privacy and security …