| How to cope with malicious federated learning clients: an unsupervised learning-based approach MA Onsu, B Kantarci, A Boukerche Computer Networks 234, 109938, 2023 | 6 | 2023 |
| Unlocking reconfigurability for deep reinforcement learning in sfc provisioning MA Onsu, P Lohan, B Kantarci, E Janulewicz, S Slobodrian IEEE Networking Letters, 2024 | 3 | 2024 |
| Anomalous behaviour detection via event-based metric with sequential tracking in a v2x environment MA Onsu, M Simsek, B Kantarci GLOBECOM 2023-2023 IEEE Global Communications Conference, 6868-6873, 2023 | 3 | 2023 |
| On the impact of malicious and cooperative clients on validation score-based model aggregation for federated learning MA Önsü, B Kantarci, A Boukerche ICC 2023-IEEE International Conference on Communications, 1634-1639, 2023 | 3 | 2023 |
| A new realistic platform for benchmarking and performance evaluation of drl-driven and reconfigurable sfc provisioning solutions MA Onsu, P Lohan, B Kantarci, E Janulewicz, S Slobodrian arXiv preprint arXiv:2406.10356, 2024 | 2 | 2024 |
| GenAI Assistance for Deep Reinforcement Learning-based VNF Placement and SFC Provisioning in 5G Cores MA Onsu, P Lohan, B Kantarci, E Janulewicz arXiv preprint arXiv:2411.12851, 2024 | 1 | 2024 |
| Leveraging Multimodal-LLMs Assisted by Instance Segmentation for Intelligent Traffic Monitoring MA Onsu, P Lohan, B Kantarci, A Syed, M Andrews, S Kennedy arXiv preprint arXiv:2502.11304, 2025 | | 2025 |
| Integrating Language Models for Enhanced Network State Monitoring in DRL-Based SFC Provisioning PF Moshiri, MA Onsu, P Lohan, B Kantarci, E Janulewicz arXiv preprint arXiv:2502.11298, 2025 | | 2025 |
| Leveraging Edge Intelligence and LLMs to Advance 6G-Enabled Internet of Automated Defense Vehicles MA Onsu, P Lohan, B Kantarci arXiv preprint arXiv:2501.06205, 2024 | | 2024 |
| Scalability Assurance in SFC provisioning via Distributed Design for Deep Reinforcement Learning MA Onsu, P Lohan, B Kantarci, E Janulewicz arXiv preprint arXiv:2412.19995, 2024 | | 2024 |
| Real-Time Binary Cell Phone Usage Detection and Classification on Vehicular Edge Devices MA Onsu, P Shah, M Simsek, M Fobert, B Kantarci 2024 International Wireless Communications and Mobile Computing (IWCMC …, 2024 | | 2024 |
| Malicious & Cooperative Client Behavior Under Federated Learning with Score-Based Aggregation and Cluster Elimination MA Onsu Université d'Ottawa/University of Ottawa, 2023 | | 2023 |