Hierarchical Deep Q-Learning Based Handover in Wireless Networks with Dual Connectivity. - Pedro Enrique Iturria-Rivera; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Steve Furr; Melike Erol-Kantarci (GLOBECOM, 2022)

Hierarchical Reinforcement Learning for RIS-Assisted Energy-Efficient RAN. - Hao Zhou 013; Long Kong; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Steve Furr; Melike Erol-Kantarci (GLOBECOM, 2022)

Traffic Steering for 5G Multi-RAT Deployments using Deep Reinforcement Learning. - Md Arafat Habib; Hao Zhou 013; Pedro Enrique Iturria-Rivera; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Steve Furr; Melike Erol-Kantarci (CCNC, 2023)

Split Learning for Sensing-Aided Single and Multi-Level Beam Selection in Multi-Vendor RAN. - Ycaro Dantas; Pedro Enrique Iturria-Rivera; Hao Zhou 013; Yigit Ozcan; Majid Bavand; Medhat H. M. Elsayed; Raimundas Gaigalas; Melike Erol-Kantarci (GLOBECOM, 2023)

Policy Poisoning Attacks on Transfer Learning Enabled Resource Allocation for Network Slicing. - Shavbo Salehi; Hao Zhou 013; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (GLOBECOM, 2023)

Distributed Attacks over Federated Reinforcement Learning-Enabled Cell Sleep Control. - Han Zhang 055; Hao Zhou 013; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (GLOBECOM (Workshops), 2023)

Beam Selection for Energy-Efficient mmWave Network Using Advantage Actor Critic Learning. - Ycaro Dantas; Pedro Enrique Iturria-Rivera; Hao Zhou 013; Majid Bavand; Medhat H. M. Elsayed; Raimundas Gaigalas; Melike Erol-Kantarci (ICC, 2023)

Hierarchical Reinforcement Learning Based Traffic Steering in Multi-RAT 5G Deployments. - Md Arafat Habib; Hao Zhou 013; Pedro Enrique Iturria-Rivera; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (ICC, 2023)

Cooperative Hierarchical Deep Reinforcement Learning based Joint Sleep, Power, and RIS Control for Energy-Efficient HetNet. - Hao Zhou 013; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Steve Furr; Melike Erol-Kantarci (CoRR, 2023)

Design Principles for Generalization and Scalability of AI in Communication Systems. - Pablo Soldati; Euhanna Ghadimi; Burak Demirel; Yu Wang; Raimundas Gaigalas; Mathias Sintorn (CoRR, 2023)

Intent-driven Intelligent Control and Orchestration in O-RAN Via Hierarchical Reinforcement Learning. - Md Arafat Habib; Hao Zhou 013; Pedro Enrique Iturria-Rivera; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (CoRR, 2023)

Self-Play Ensemble Q-learning enabled Resource Allocation for Network Slicing. - Shavbo Salehi; Pedro Enrique Iturria-Rivera; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (GLOBECOM, 2024)

Transformer-Based Wireless Traffic Prediction and Network Optimization in O-RAN. - Md Arafat Habib; Pedro Enrique Iturria-Rivera; Yigit Ozcan; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Melike Erol-Kantarci (ICC Workshops, 2024)

Jamming Attacks and Mitigation in Transfer Learning Enabled 5G RAN Slicing. - Shavbo Salehi; Hao Zhou 013; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (ICC, 2024)

Federated Learning with Dual Attention for Robust Modulation Classification under Attacks. - Han Zhang 055; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (ICC, 2024)

Extended Reality (XR) Codec Adaptation in 5G using Multi-Agent Reinforcement Learning with Attention Action Selection. - Pedro Enrique Iturria-Rivera; Raimundas Gaigalas; Medhat H. M. Elsayed; Majid Bavand; Yigit Ozcan; Melike Erol-Kantarci (PIMRC, 2024)

Smart Jamming Attack and Mitigation on Deep Transfer Reinforcement Learning Enabled Resource Allocation for Network Slicing. - Shavbo Salehi; Hao Zhou 013; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (CoRR, 2024)

Explainable Multi-Agent Reinforcement Learning for Extended Reality Codec Adaptation. - Pedro Enrique Iturria-Rivera; Raimundas Gaigalas; Medhat H. M. Elsayed; Majid Bavand; Yigit Ozcan; Melike Erol-Kantarci (CoRR, 2024)

On-Device Intelligence for 5G RAN: Knowledge Transfer and Federated Learning Enabled UE-Centric Traffic Steering. - Han Zhang 055; Hao Zhou 013; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (IEEE Trans. Cogn. Commun. Netw., 2024)

LLM-Based Intent Processing and Network Optimization Using Attention-Based Hierarchical Reinforcement Learning. - Md Arafat Habib; Pedro Enrique Iturria-Rivera; Yigit Ozcan; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Melike Erol-Kantarci (WCNC, 2025)

Machine Learning-Enabled Traffic Steering in O-RAN: A Case Study on Hierarchical Learning Approach. - Md Arafat Habib; Hao Zhou 013; Pedro Enrique Iturria-Rivera; Yigit Ozcan; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Melike Erol-Kantarci (IEEE Commun. Mag., 2025)

Design Principles for Model Generalization and Scalable AI Integration in Radio Access Networks. - Pablo Soldati; Euhanna Ghadimi; Burak Demirel; Yu Wang; Raimundas Gaigalas; Mathias Sintorn (IEEE Commun. Mag., 2025)

Prioritized Value-Decomposition Network for Explainable AI-Enabled Network Slicing. - Shavbo Salehi; Pedro Enrique Iturria-Rivera; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (CoRR, 2025)

Cooperative Hierarchical Deep Reinforcement Learning-Based Joint Sleep and Power Control in RIS-Aided Energy-Efficient RAN. - Hao Zhou 013; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Steve Furr; Melike Erol-Kantarci (IEEE Trans. Cogn. Commun. Netw., 2025)

Intelligent Attacks and Defense Methods in Federated Learning-enabled Energy-Efficient Wireless Networks. - Han Zhang 055; Hao Zhou 013; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (CoRR, 2025)

Cooperation and Personalization on a Seesaw: Choice-based FL for Safe Cooperation in Wireless Networks. - Han Zhang 055; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Yigit Ozcan; Melike Erol-Kantarci (IEEE Wirel. Commun., 2025)

Harnessing the Power of LLMs, Informers and Decision Transformers for Intent-driven RAN Management in 6G. - Md Arafat Habib; Pedro Enrique Iturria-Rivera; Yigit Ozcan; Medhat H. M. Elsayed; Majid Bavand; Raimundas Gaigalas; Melike Erol-Kantarci (CoRR, 2025)