Author

Fidan Mehmeti

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#federated learning Nov 2026

Subspace-Guided Unlearning and Recovery: Poisoning Defense for Hierarchical Federated Learning in LEO Satellite Networks

Low Earth Orbit (LEO) satellite networks are increasingly adopting Federated Learning (FL) for privacy-preserving collaborative model training. However, this paradigm remains vulnerable to backdoor attacks where compromised satellites inject hidden triggers into their local model updates. Existing defenses are not suit...

Kang-Cheng Yang, Zhi-Shu Shen, Cheng Tan et al. · IEEE Transactions on Mobile... · 0 citations

Open access 2026

Sentinel: Vision-Based Signaling-Free SNR Prediction for Proactive 5G Resource Management

Reliable and efficient radio resource management in 5G systems critically depends on accurate Channel State Information (CSI) availability at the base stations. Traditionally, base stations perform scheduling, resource allocation, and link adaptation using the Channel Quality Indicator (CQI), either computed directly f...

Serkut Ayvaşık, Alba Jano, Fidan Mehmeti et al. · IEEE Transactions on Network... · 0 citations