Anomalous Behaviour Detection via Event-Based Metric with Sequential Tracking in a V2X Environment. - Murat Arda Onsu; Murat Simsek; Burak Kantarci (GLOBECOM, 2023)

On the Impact of Malicious and Cooperative Clients on Validation Score-Based Model Aggregation for Federated Learning. - Murat Arda Onsu; Burak Kantarci; Azzedine Boukerche (ICC, 2023)

How to cope with malicious federated learning clients: An unsupervised learning-based approach. - Murat Arda Onsu; Burak Kantarci; Azzedine Boukerche (Comput. Networks, 2023)

A New Realistic Platform for Benchmarking and Performance Evaluation of DRL-Driven and Reconfigurable SFC Provisioning Solutions. - Murat Arda Onsu; Poonam Lohan; Burak Kantarci; Emil Janulewicz; Sergio Slobodrian (GLOBECOM, 2024)

Real-Time Binary Cell Phone Usage Detection and Classification on Vehicular Edge Devices. - Murat Arda Onsu; Pankti Shah; Murat Simsek; Mark Fobert; Burak Kantarci (IWCMC, 2024)

GenAI Assistance for Deep Reinforcement Learning-based VNF Placement and SFC Provisioning in 5G Cores. - Murat Arda Onsu; Poonam Lohan; Burak Kantarci; Emil Janulewicz (CoRR, 2024)

Scalability Assurance in SFC provisioning via Distributed Design for Deep Reinforcement Learning. - Murat Arda Onsu; Poonam Lohan; Burak Kantarci; Emil Janulewicz (CoRR, 2024)

Unlocking Reconfigurability for Deep Reinforcement Learning in SFC Provisioning. - Murat Arda Onsu; Poonam Lohan; Burak Kantarci; Emil Janulewicz; Sergio Slobodrian (IEEE Netw. Lett., 2024)

Intelligent multi-sensor fusion and anomaly detection in vehicles via deep learning. - Murat Arda Onsu; Murat Simsek; Mark Fobert; Burak Kantarci (Internet Things, 2025)

Integrating Language Models for Enhanced Network State Monitoring in DRL-Based SFC Provisioning. - Parisa Fard Moshiri; Murat Arda Onsu; Poonam Lohan; Burak Kantarci; Emil Janulewicz (CoRR, 2025)

Leveraging Multimodal-LLMs Assisted by Instance Segmentation for Intelligent Traffic Monitoring. - Murat Arda Onsu; Poonam Lohan; Burak Kantarci; Aisha Syed; Matthew Andrews; Sean Kennedy (CoRR, 2025)

Leveraging Edge Intelligence and LLMs to Advance 6G-Enabled Internet of Automated Defense Vehicles. - Murat Arda Onsu; Poonam Lohan; Burak Kantarci (IEEE Internet Things Mag., 2025)