Author

Muhammet Ali Aydin

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Open access Sep 2026

Benchmarking Consensus Protocols for High-Performance Permissioned Blockchain Systems

Blockchain applications rely on consensus protocols to maintain security, integrity, and coordination in decentralized environments while balancing performance, scalability, and resource cost. This study presents a comparative evaluation of four Hyperledger Besu consensus algorithms, namely Ethash, Clique, QBFT, and IB...

Muhammet Furkan Ozara, A. Akbulut, Mustafa Kara et al. · Applied Sciences · 0 citations

#federated learning Open access Aug 2026

FL-BC-IDS: Evidence-Native Privacy-Aware Hierarchical Federated Intrusion Detection for the Internet of Vehicles

FL-BC-IDS is presented, an evidence-native, privacy-aware hierarchical federated IDS in which vehicles train Differentially Private XGBoost models, roadside units perform deterministic admission and tree-bagging aggregation, and the GLOBAL stage forms an equal-weight ensemble over validated RSU models.

Wisam Makki Alwash, Weam Husham Aljabbari, Muhammet Ali Aydin et al. · Italian National Conference... · 0 citations

Review Open access Aug 2026

Recent Advances and Open Challenges in Mitigating Inference-Time Attacks on Large Language Models

A defense taxonomy spanning three axes, namely prompt-level, inference-time, and training-time interventions, is proposed, within which 30 mitigation mechanisms published from 2024 onwards are systematically analyzed, demonstrating that no single defense mechanism provides comprehensive protection, and that robust depl...

Berkay Ozcam, Mustafa Kara, Muhammet Ali Aydin et al. · Electronics · 0 citations