| Multi-agent team learning in virtualized open radio access networks (o-ran) PE Iturria-Rivera, H Zhang, H Zhou, S Mollahasani, M Erol-Kantarci Sensors 22 (14), 5375, 2022 | 27* | 2022 |
| Deep reinforcement learning-based joint user association and cu–du placement in o-ran R Joda, T Pamuklu, PE Iturria-Rivera, M Erol-Kantarci IEEE Transactions on Network and Service Management 19 (4), 4097-4110, 2022 | 15 | 2022 |
| QoS-Aware load balancing in wireless networks using clipped double Q-Learning PE Iturria-Rivera, M Erol-Kantarci 2021 IEEE 18th International Conference on Mobile Ad Hoc and Smart Systems …, 2021 | 12 | 2021 |
| Traffic steering for 5G Multi-RAT deployments using deep reinforcement learning MA Habib, H Zhou, PE Iturria-Rivera, M Elsayed, M Bavand, R Gaigalas, ... 2023 IEEE 20th Consumer Communications & Networking Conference (CCNC), 164-169, 2023 | 9 | 2023 |
| Competitive multi-agent load balancing with adaptive policies in wireless networks PE Iturria-Rivera, M Erol-Kantarci 2022 IEEE 19th Annual Consumer Communications & Networking Conference (CCNC …, 2022 | 9* | 2022 |
| Hierarchical Reinforcement Learning Based Traffic Steering in Multi-RAT 5G Deployments M Arafat Habib, H Zhou, PE Iturria-Rivera, M Elsayed, M Bavand, ... arXiv e-prints, arXiv: 2301.07818, 2023 | 6* | 2023 |
| Hierarchical deep q-learning based handover in wireless networks with dual connectivity PE Iturria-Rivera, M Elsayed, M Bavand, R Gaigalas, S Furr, ... GLOBECOM 2022-2022 IEEE Global Communications Conference, 6553-6558, 2022 | 6 | 2022 |
| Beam selection for energy-efficient mmWave network using advantage actor critic learning Y Dantas, PE Iturria-Rivera, H Zhou, M Bavand, M Elsayed, R Gaigalas, ... ICC 2023-IEEE International Conference on Communications, 5285-5290, 2023 | 5 | 2023 |
| Efficient strategy to optimize key devices positions in large-scale RF mesh networks AM Mezher, PEI Rivera, J Cárdenas-Barrera, J Meng, EC Guerra Ad Hoc Networks 106, 102192, 2020 | 5 | 2020 |
| Cooperate or not Cooperate: Transfer Learning with Multi-Armed Bandit for Spatial Reuse in Wi-Fi PE Iturria-Rivera, M Chenier, B Herscovici, B Kantarci, M Erol-Kantarci IEEE Transactions on Machine Learning in Communications and Networking, 2024 | 4 | 2024 |
| Optimization of Key Devices Positions in Large-Scale RF Mesh Networks A Mohamad Mezher, N Rajendran, PE Iturria Rivera, CL Dueñas Santos, ... Proceedings of the 16th ACM International Symposium on Performance …, 2019 | 4 | 2019 |
| Uplink Scheduling in Federated Learning: An Importance-Aware Approach via Graph Representation Learning M Skocaj, PEI Rivera, R Verdone, M Erol-Kantarci 2023 IEEE International Conference on Communications Workshops (ICC …, 2023 | 3 | 2023 |
| RL meets Multi-Link Operation in IEEE 802.11 be: Multi-Headed Recurrent Soft-Actor Critic-based Traffic Allocation PEI Rivera, M Chenier, B Herscovici, B Kantarci, M Erol-Kantarci arXiv preprint arXiv:2303.08959, 2023 | 3* | 2023 |
| Intent-driven Intelligent Control and Orchestration in O-RAN Via Hierarchical Reinforcement Learning MA Habib, H Zhou, PE Iturria-Rivera, M Elsayed, M Bavand, R Gaigalas, ... 2023 IEEE 20th International Conference on Mobile Ad Hoc and Smart Systems …, 2023 | 2 | 2023 |
| Channel Selection for Wi-Fi 7 Multi-Link Operation via Optimistic-Weighted VDN and Parallel Transfer Reinforcement Learning PE Iturria-Rivera, M Chenier, B Herscovici, B Kantarci, M Erol-Kantarci 2023 IEEE 34th Annual International Symposium on Personal, Indoor and Mobile …, 2023 | 2 | 2023 |
| Transformer-Based Wireless Traffic Prediction and Network Optimization in O-RAN MA Habib, PE Iturria-Rivera, Y Ozcan, M Elsayed, M Bavand, R Gaigalas, ... arXiv preprint arXiv:2403.10808, 2024 | | 2024 |
| Transformer-Based Wireless Traffic Prediction and Network Optimization in O-RAN M Arafat Habib, PE Iturria-Rivera, Y Ozcan, M Elsayed, M Bavand, ... arXiv e-prints, arXiv: 2403.10808, 2024 | | 2024 |
| Split Learning for Sensing-Aided Single and Multi-Level Beam Selection in Multi-Vendor RAN Y Dantas, PE Iturria-Rivera, H Zhou, Y Ozcan, M Bavand, M Elsayed, ... GLOBECOM 2023-2023 IEEE Global Communications Conference, 6652-6657, 2023 | | 2023 |
| Meta-Bandit: Spatial Reuse Adaptation via Meta-Learning in Distributed Wi-Fi 802.11 ax PE Iturria-Rivera, M Chenier, B Herscovici, B Kantarci, M Erol-Kantarci IEEE Networking Letters, 2023 | | 2023 |
| Minkowski Distance Order Effect on the Optimization of Key Devices Positions in Large-Scale RF Mesh Networks A Mohamad Mezher, PE Iturria Rivera, CL Dueñas Santos, ... Proceedings of the 16th ACM International Symposium on Performance …, 2019 | | 2019 |
Melike Erol-KantarciCanada Research Chair\Professor at uOttawa and Chief Cloud RAN AI\ML Data Scientist at EricssonVerified email at uottawa.ca
