Medhat H. M. Elsayed

75 papers B 12Journal 47Unranked 16
YearRankTypeTitle / 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
Cooperation and Personalization on a Seesaw: Choice-based FL for Safe Cooperation in Wireless Networks.
IEEE Wirel. Commun.
Han Zhang, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2025 J jnl
Cooperative Hierarchical Deep Reinforcement Learning-Based Joint Sleep and Power Control in RIS-Aided Energy-Efficient RAN.
IEEE Trans. Cogn. Commun. Netw.
Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
2025 — conf
Domain Adaptation in Beam Management using Asymmetric Autoencoder and Transfer Learning.
ICC Workshops
Mafuzal Hoque, Medhat H. M. Elsayed, 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 J jnl
Intelligent Attacks and Defense Methods in Federated Learning-Enabled Energy-Efficient Wireless Networks.
IEEE Trans. Wirel. Commun.
Han Zhang, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2025 J jnl
Intelligent Attacks and Defense Methods in Federated Learning-enabled Energy-Efficient Wireless Networks.
CoRR
Han Zhang, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, 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
Cooperation and Personalization on a Seesaw: Choice-based FL for Safe Cooperation in Wireless Networks.
CoRR
Han Zhang, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2024 J jnl
Energy-Efficient Carrier Aggregation in 5G Using Constrained Multi-Agent MDP.
IEEE Trans. Green Commun. Netw.
Medhat H. M. Elsayed, Roghayeh Joda, Fahime Khoramnejad, David Chan, Akram Bin Sediq, Gary Boudreau, 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 — conf
Federated Learning with Dual Attention for Robust Modulation Classification under Attacks.
ICC
Han Zhang, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2024 — conf
Jamming Attacks and Mitigation in Transfer Learning Enabled 5G RAN Slicing.
ICC
Shavbo Salehi, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, 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 J jnl
On-Device Intelligence for 5G RAN: Knowledge Transfer and Federated Learning Enabled UE-Centric Traffic Steering.
IEEE Trans. Cogn. Commun. Netw.
Han Zhang, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, 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 J jnl
Smart Jamming Attack and Mitigation on Deep Transfer Reinforcement Learning Enabled Resource Allocation for Network Slicing.
CoRR
Shavbo Salehi, Hao Zhou, 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 J jnl
Cooperative Hierarchical Deep Reinforcement Learning based Joint Sleep, Power, and RIS Control for Energy-Efficient HetNet.
CoRR
Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
2023 — conf
Distributed Attacks over Federated Reinforcement Learning-Enabled Cell Sleep Control.
GLOBECOM (Workshops)
Han Zhang, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2023 J jnl
Distributed Attacks over Federated Reinforcement Learning-enabled Cell Sleep Control.
CoRR
Han Zhang, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, 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
On-Device Intelligence for 5G RAN: Knowledge Transfer and Federated Learning enabled UE-Centric Traffic Steering.
CoRR
Han Zhang, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
2023 B conf
Policy Poisoning Attacks on Transfer Learning Enabled Resource Allocation for Network Slicing.
GLOBECOM
Shavbo Salehi, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, 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 J jnl
The Internet of Senses: Building on Semantic Communications and Edge Intelligence.
IEEE Netw.
Roghayeh Joda, Medhat H. M. Elsayed, Hatem Abou-Zeid, Ramy Atawia, Akram Bin Sediq, Gary Boudreau, Melike Erol-Kantarci, Lajos Hanzo
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
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 B conf
Hierarchical Reinforcement Learning for RIS-Assisted Energy-Efficient RAN.
GLOBECOM
Hao Zhou, Long Kong, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
2022 J jnl
The Internet of Senses: Building on Semantic Communications and Edge Intelligence.
CoRR
Roghayeh Joda, Medhat H. M. Elsayed, Hatem Abou-Zeid, Ramy Atawia, Akram Bin Sediq, Gary Boudreau, Melike Erol-Kantarci, Lajos Hanzo
2021 J jnl
AI-enabled Future Wireless Networks: Challenges, Opportunities and Open Issues.
CoRR
Medhat H. M. Elsayed, Melike Erol-Kantarci
2021 J jnl
Carrier Aggregation With Optimized UE Power Consumption in 5G.
IEEE Netw. Lett.
Roghayeh Joda, Medhat H. M. Elsayed, Hatem Abou-Zeid, Ramy Atawia, Akram Bin Sediq, Gary Boudreau, Melike Erol-Kantarci
2021 J jnl
Machine Learning-based Inter-Beam Inter-Cell Interference Mitigation in mmWave.
CoRR
Medhat H. M. Elsayed, Kevin Shimotakahara, Melike Erol-Kantarci
2021 J jnl
Mobile Communications-Enabled Smart Grid Cosimulator System Design.
IEEE Syst. J.
Kevin Shimotakahara, Medhat H. M. Elsayed, Melike Erol-Kantarci, Karin Hinzer
2021 — conf
QoS-Aware Joint Component Carrier Selection and Resource Allocation for Carrier Aggregation in 5G.
ICC
Roghayeh Joda, Medhat H. M. Elsayed, Hatem Abou-Zeid, Ramy Atawia, Akram Bin Sediq, Gary Boudreau, Melike Erol-Kantarci
2021 B conf
RAN Resource Slicing in 5G Using Multi-Agent Correlated Q-Learning.
PIMRC
Hao Zhou, Medhat H. M. Elsayed, Melike Erol-Kantarci
2021 J jnl
RAN Resource Slicing in 5G Using Multi-Agent Correlated Q-Learning.
CoRR
Hao Zhou, Medhat H. M. Elsayed, Melike Erol-Kantarci
2021 J jnl
Radio Resource and Beam Management in 5G mmWave Using Clustering and Deep Reinforcement Learning.
CoRR
Medhat H. M. Elsayed, Melike Erol-Kantarci
2021 B conf
Reinforcement Learning Based Energy-Efficient Component Carrier Activation-Deactivation in 5G.
GLOBECOM
Medhat H. M. Elsayed, Roghayeh Joda, Hatem Abou-Zeid, Ramy Atawia, Akram Bin Sediq, Gary Boudreau, Melike Erol-Kantarci
2021 J jnl
Transfer Reinforcement Learning for 5G New Radio mmWave Networks.
IEEE Trans. Wirel. Commun.
Medhat H. M. Elsayed, Melike Erol-Kantarci, Halim Yanikomeroglu
2020 J jnl
Low-Latency Communications for Community Resilience Microgrids: A Reinforcement Learning Approach.
IEEE Trans. Smart Grid
Medhat H. M. Elsayed, Melike Erol-Kantarci, Burak Kantarci, Lei Wu, Jie Li
2020 — conf
Machine Learning-based Inter-Beam Inter-Cell Interference Mitigation in mmWave.
ICC
Medhat H. M. Elsayed, Kevin Shimotakahara, Melike Erol-Kantarci
2020 B conf
Radio Resource and Beam Management in 5G mmWave Using Clustering and Deep Reinforcement Learning.
GLOBECOM
Medhat H. M. Elsayed, Melike Erol-Kantarci
2020 J jnl
Transfer Reinforcement Learning for 5G-NR mm-Wave Networks.
CoRR
Medhat H. M. Elsayed, Melike Erol-Kantarci, Halim Yanikomeroglu
2019 J jnl
AI-Enabled Future Wireless Networks: Challenges, Opportunities, and Open Issues.
IEEE Veh. Technol. Mag.
Medhat H. M. Elsayed, Melike Erol-Kantarci
2019 — conf
AI-Enabled Radio Resource Allocation in 5G for URLLC and eMBB Users.
5G World Forum
Medhat H. M. Elsayed, Melike Erol-Kantarci
2019 J jnl
High-Reliability Multi-Agent Q-Learning-Based Scheduling for D2D Microgrid Communications.
IEEE Access
Kevin Shimotakahara, Medhat H. M. Elsayed, Karin Hinzer, Melike Erol-Kantarci
2019 — conf
Integrated Power and Device-to-Device (D2D) Communications Simulator for Future Power Systems.
GlobalSIP
Kevin Shimotakahara, Medhat H. M. Elsayed, Karin Hinzer, Melike Erol-Kantarci
2019 B conf
Reinforcement Learning-Based Joint Power and Resource Allocation for URLLC in 5G.
GLOBECOM
Medhat H. M. Elsayed, Melike Erol-Kantarci
2018 — conf
Deep Q-Learning for Low-Latency Tactile Applications: Microgrid Communications.
SmartGridComm
Medhat H. M. Elsayed, Melike Erol-Kantarci
2018 B conf
Deep Reinforcement Learning for Reducing Latency in Mission Critical Services.
GLOBECOM
Medhat H. M. Elsayed, Melike Erol-Kantarci
2018 — conf
Learning-Based Resource Allocation for Data-Intensive and Immersive Tactile Applications.
5G World Forum
Medhat H. M. Elsayed, Melike Erol-Kantarci
2016 J jnl
Distributed interference management using Q-Learning in Cognitive Femtocell networks: New USRP-based Implementation.
CoRR
Medhat H. M. Elsayed, Amr Mohamed
2016 J jnl
Encoding Distortion Modeling For DWT-Based Wireless EEG Monitoring System.
CoRR
Alaa Awad, Medhat H. M. Elsayed, Amr Mohamed
2015 — conf
Distributed interference management using Q-Learning in cognitive femtocell networks: New USRP-based implementation.
NTMS
Medhat H. M. Elsayed, Amr Mohamed
2014 J jnl
DDSAT: Distributed Dynamic Spectrum Access Protocol Implementation Using GNURadio and USRP.
CoRR
Medhat H. M. Elsayed, Amr A. El-Sherif, Amr Mohamed