Pedro Enrique Iturria-Rivera

48 papers B 7Journal 31Unranked 10

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	GenAI-Enabled Residual Motion Estimation for Energy-Efficient Semantic Video Communication. IEEE Trans. Netw. Sci. Eng. Shavbo Salehi, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Yigit Ozcan, Melike Erol-Kantarci
2026	J	`jnl`	Harnessing the Power of LLMs, Informers and Decision Transformers for Intent-Driven RAN Management in 6G. IEEE Trans. Netw. Sci. Eng. Md Arafat Habib, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Melike Erol-Kantarci
2026	J	`jnl`	Hierarchical Decision Mamba Meets Agentic AI: A Novel Approach for RAN Slicing in 6G. IEEE Netw. Lett. Md Arafat Habib, Medhat H. M. Elsayed, Majid Bavand, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Melike Erol-Kantarci
2025	J	`jnl`	GenAI-enabled Residual Motion Estimation for Energy-Efficient Semantic Video Communication. CoRR Shavbo Salehi, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Yigit Ozcan, Melike Erol-Kantarci
2025	J	`jnl`	Generative AI for Intent-Driven Network Management in 6G: A Case Study on Hierarchical Learning Approach. CoRR Md Arafat Habib, Medhat H. M. Elsayed, Yigit Ozcan, Pedro Enrique Iturria-Rivera, Majid Bavand, Melike Erol-Kantarci
2025	J	`jnl`	Harnessing the Power of LLMs, Informers and Decision Transformers for Intent-driven RAN Management in 6G. CoRR Md Arafat Habib, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Melike Erol-Kantarci
2025	J	`jnl`	Hierarchical Decision Mamba Meets Agentic AI: A Novel Approach for RAN Slicing in 6G. CoRR Md Arafat Habib, Medhat H. M. Elsayed, Majid Bavand, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Melike Erol-Kantarci
2025	B	`conf`	LLM-Based Intent Processing and Network Optimization Using Attention-Based Hierarchical Reinforcement Learning. WCNC Md Arafat Habib, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Melike Erol-Kantarci
2025	J	`jnl`	Machine Learning-Enabled Traffic Steering in O-RAN: A Case Study on Hierarchical Learning Approach. IEEE Commun. Mag. Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Melike Erol-Kantarci
2025	—	`conf`	Prioritized Value-Decomposition Network for Explainable AI-Enabled Network Slicing. ICC Shavbo Salehi, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2025	J	`jnl`	Prioritized Value-Decomposition Network for Explainable AI-Enabled Network Slicing. CoRR Shavbo Salehi, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2024	J	`jnl`	Explainable Multi-Agent Reinforcement Learning for Extended Reality Codec Adaptation. CoRR Pedro Enrique Iturria-Rivera, Raimundas Gaigalas, Medhat H. M. Elsayed, Majid Bavand, Yigit Ozcan, Melike Erol-Kantarci
2024	B	`conf`	Extended Reality (XR) Codec Adaptation in 5G using Multi-Agent Reinforcement Learning with Attention Action Selection. PIMRC Pedro Enrique Iturria-Rivera, Raimundas Gaigalas, Medhat H. M. Elsayed, Majid Bavand, Yigit Ozcan, Melike Erol-Kantarci
2024	J	`jnl`	Extended Reality (XR) Codec Adaptation in 5G using Multi-Agent Reinforcement Learning with Attention Action Selection. CoRR Pedro Enrique Iturria-Rivera, Raimundas Gaigalas, Medhat H. M. Elsayed, Majid Bavand, Yigit Ozcan, Melike Erol-Kantarci
2024	J	`jnl`	LLM-Based Intent Processing and Network Optimization Using Attention-Based Hierarchical Reinforcement Learning. CoRR Md Arafat Habib, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Melike Erol-Kantarci
2024	J	`jnl`	Machine Learning-enabled Traffic Steering in O-RAN: A Case Study on Hierarchical Learning Approach. CoRR Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Melike Erol-Kantarci
2024	B	`conf`	Self-Play Ensemble Q-learning enabled Resource Allocation for Network Slicing. GLOBECOM Shavbo Salehi, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2024	J	`jnl`	Self-Play Ensemble Q-learning enabled Resource Allocation for Network Slicing. CoRR Shavbo Salehi, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2024	—	`conf`	Transformer-Based Wireless Traffic Prediction and Network Optimization in O-RAN. ICC Workshops Md Arafat Habib, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Melike Erol-Kantarci
2024	J	`jnl`	Transformer-Based Wireless Traffic Prediction and Network Optimization in O-RAN. CoRR Md Arafat Habib, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Melike Erol-Kantarci
2023	—	`conf`	Beam Selection for Energy-Efficient mmWave Network Using Advantage Actor Critic Learning. ICC Ycaro Dantas, Pedro Enrique Iturria-Rivera, Hao Zhou, Majid Bavand, Medhat H. M. Elsayed, Raimundas Gaigalas, Melike Erol-Kantarci
2023	J	`jnl`	Beam Selection for Energy-Efficient mmWave Network Using Advantage Actor Critic Learning. CoRR Ycaro Dantas, Pedro Enrique Iturria-Rivera, Hao Zhou, Majid Bavand, Medhat H. M. Elsayed, Raimundas Gaigalas, Melike Erol-Kantarci
2023	B	`conf`	Channel Selection for Wi-Fi 7 Multi-Link Operation via Optimistic-Weighted VDN and Parallel Transfer Reinforcement Learning. PIMRC Pedro Enrique Iturria-Rivera, Marcel Chenier, Bernard Herscovici, Burak Kantarci, Melike Erol-Kantarci
2023	J	`jnl`	Channel Selection for Wi-Fi 7 Multi-Link Operation via Optimistic-Weighted VDN and Parallel Transfer Reinforcement Learning. CoRR Pedro Enrique Iturria-Rivera, Marcel Chenier, Bernard Herscovici, Burak Kantarci, Melike Erol-Kantarci
2023	J	`jnl`	Hierarchical Deep Q-Learning Based Handover in Wireless Networks with Dual Connectivity. CoRR Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
2023	—	`conf`	Hierarchical Reinforcement Learning Based Traffic Steering in Multi-RAT 5G Deployments. ICC Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2023	J	`jnl`	Hierarchical Reinforcement Learning Based Traffic Steering in Multi-RAT 5G Deployments. CoRR Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2023	J	`jnl`	Intent-driven Intelligent Control and Orchestration in O-RAN Via Hierarchical Reinforcement Learning. CoRR Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2023	J	`jnl`	Meta-Bandit: Spatial Reuse Adaptation via Meta-Learning in Distributed Wi-Fi 802.11ax. IEEE Netw. Lett. Pedro Enrique Iturria-Rivera, Marcel Chenier, Bernard Herscovici, Burak Kantarci, Melike Erol-Kantarci
2023	—	`conf`	RL meets Multi-Link Operation in IEEE 802.11be: Multi-Headed Recurrent Soft-Actor Critic-based Traffic Allocation. ICC Pedro Enrique Iturria-Rivera, Marcel Chenier, Bernard Herscovici, Burak Kantarci, Melike Erol-Kantarci
2023	J	`jnl`	RL meets Multi-Link Operation in IEEE 802.11be: Multi-Headed Recurrent Soft-Actor Critic-based Traffic Allocation. CoRR Pedro Enrique Iturria-Rivera, Marcel Chenier, Bernard Herscovici, Burak Kantarci, Melike Erol-Kantarci
2023	B	`conf`	Split Learning for Sensing-Aided Single and Multi-Level Beam Selection in Multi-Vendor RAN. GLOBECOM Ycaro Dantas, Pedro Enrique Iturria-Rivera, Hao Zhou, Yigit Ozcan, Majid Bavand, Medhat H. M. Elsayed, Raimundas Gaigalas, Melike Erol-Kantarci
2023	—	`conf`	Traffic Steering for 5G Multi-RAT Deployments using Deep Reinforcement Learning. CCNC Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
2023	J	`jnl`	Traffic Steering for 5G Multi-RAT Deployments using Deep Reinforcement Learning. CoRR Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
2023	—	`conf`	Uplink Scheduling in Federated Learning: An Importance-Aware Approach via Graph Representation Learning. ICC Workshops Marco Skocaj, Pedro Enrique Iturria-Rivera, Roberto Verdone, Melike Erol-Kantarci
2023	J	`jnl`	Uplink Scheduling in Federated Learning: an Importance-Aware Approach via Graph Representation Learning. CoRR Marco Skocaj, Pedro Enrique Iturria-Rivera, Roberto Verdone, Melike Erol-Kantarci
2022	—	`conf`	Competitive Multi-Agent Load Balancing with Adaptive Policies in Wireless Networks. CCNC Pedro Enrique Iturria-Rivera, Melike Erol-Kantarci
2022	J	`jnl`	Cooperate or not Cooperate: Transfer Learning with Multi-Armed Bandit for Spatial Reuse in Wi-Fi. CoRR Pedro Enrique Iturria-Rivera, Marcel Chenier, Bernard Herscovici, Burak Kantarci, Melike Erol-Kantarci
2022	J	`jnl`	Deep Reinforcement Learning-Based Joint User Association and CU-DU Placement in O-RAN. IEEE Trans. Netw. Serv. Manag. Roghayeh Joda, Turgay Pamuklu, Pedro Enrique Iturria-Rivera, Melike Erol-Kantarci
2022	B	`conf`	Hierarchical Deep Q-Learning Based Handover in Wireless Networks with Dual Connectivity. GLOBECOM Pedro Enrique Iturria-Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
2022	J	`jnl`	Multi-Agent Team Learning in Virtualized Open Radio Access Networks (O-RAN). Sensors Pedro Enrique Iturria-Rivera, Han Zhang, Hao Zhou, Shahram Mollahasani, Melike Erol-Kantarci
2021	J	`jnl`	Competitive Multi-Agent Load Balancing with Adaptive Policies in Wireless Networks. CoRR Pedro Enrique Iturria-Rivera, Melike Erol-Kantarci
2021	B	`conf`	QoS-Aware Load Balancing in Wireless Networks using Clipped Double Q-Learning. MASS Pedro Enrique Iturria-Rivera, Melike Erol-Kantarci
2021	J	`jnl`	QoS-Aware Load Balancing in Wireless Networks using Clipped Double Q-Learning. CoRR Pedro Enrique Iturria-Rivera, Melike Erol-Kantarci
2020	J	`jnl`	Efficient strategy to optimize key devices positions in large-scale RF mesh networks. Ad Hoc Networks Ahmad Mohamad Mezher, Pedro Enrique Iturria-Rivera, Julián L. Cárdenas-Barrera, Julian Meng, Eduardo Castillo Guerra
2020	J	`jnl`	Multi Agent Team Learning in Disaggregated Virtualized Open Radio Access Networks (O-RAN). CoRR Pedro Enrique Iturria-Rivera, Shahram Mollahasani, Melike Erol-Kantarci
2019	—	`conf`	Minkowski Distance Order Effect on the Optimization of Key Devices Positions in Large-Scale RF Mesh Networks. PE-WASUN Ahmad Mohamad Mezher, Pedro Enrique Iturria-Rivera, Carlos Lester Dueñas Santos, Julián L. Cárdenas-Barrera, Julian Meng, Eduardo Castillo Guerra
2019	—	`conf`	Optimization of Key Devices Positions in Large-Scale RF Mesh Networks. PE-WASUN Ahmad Mohamad Mezher, Nisha Rajendran, Pedro Enrique Iturria-Rivera, Carlos Lester Dueñas Santos, Julian Meng, Eduardo Castillo Guerra