Raimundas Gaigalas

42 papers B 7Journal 27Unranked 8
YearRankTypeTitle / Venue / Authors
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
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 J jnl
Design Principles for Model Generalization and Scalable AI Integration in Radio Access Networks.
IEEE Commun. Mag.
Pablo Soldati, Euhanna Ghadimi, Burak Demirel, Yu Wang, Raimundas Gaigalas, Mathias Sintorn
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
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
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 J jnl
Design Principles for Generalization and Scalability of AI in Communication Systems.
CoRR
Pablo Soldati, Euhanna Ghadimi, Burak Demirel, Yu Wang, Raimundas Gaigalas, Mathias Sintorn
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 — 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