3 papers
cs.CV2025
PHANTOM: PHysical ANamorphic Threats Obstructing Connected Vehicle Mobility
Md Nahid Hasan Shuvo, Moinul Hossain
Connected autonomous vehicles (CAVs) rely on vision-based deep neural networks (DNNs) and low-latency (Vehicle-to-Everything) V2X communication to navigate safely and efficiently.…
cs.CR2025
FLARE: A Wireless Side-Channel Fingerprinting Attack on Federated Learning
Md Nahid Hasan Shuvo, Moinul Hossain, Anik Mallik +2
Federated Learning (FL) enables collaborative model training across distributed devices while safeguarding data and user privacy. However, FL remains susceptible to privacy threats…
cs.LG2025
Fingerprinting Deep Learning Models via Network Traffic Patterns in Federated Learning
Md Nahid Hasan Shuvo, Moinul Hossain
Federated Learning (FL) is increasingly adopted as a decentralized machine learning paradigm due to its capability to preserve data privacy by training models without centralizing…