Raimundas Gaigalas

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 22

Top Topics

Wireless Networks

Reinforcement Learning

Federated Databases

Action Selection

Top Venues

Publications

Md Arafat Habib, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Melike Erol-Kantarci
Transformer-Based Wireless Traffic Prediction and Network Optimization in O-RAN. ICC Workshops (2024)
Md Arafat Habib, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Melike Erol-Kantarci
Transformer-Based Wireless Traffic Prediction and Network Optimization in O-RAN. CoRR (2024)
Md Arafat Habib, Pedro Enrique Iturria-Rivera, Yigit Ozcan, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Melike Erol-Kantarci
LLM-Based Intent Processing and Network Optimization Using Attention-Based Hierarchical Reinforcement Learning. CoRR (2024)
Pedro Enrique Iturria-Rivera, Raimundas Gaigalas, Medhat H. M. Elsayed, Majid Bavand, Yigit Ozcan, Melike Erol-Kantarci
Extended Reality (XR) Codec Adaptation in 5G using Multi-Agent Reinforcement Learning with Attention Action Selection. CoRR (2024)
Han Zhang, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
On-Device Intelligence for 5G RAN: Knowledge Transfer and Federated Learning Enabled UE-Centric Traffic Steering. IEEE Trans. Cogn. Commun. Netw. 10 (2) (2024)
Pablo Soldati, Euhanna Ghadimi, Burak Demirel, Yu Wang, Raimundas Gaigalas, Mathias Sintorn
Design Principles for Generalization and Scalability of AI in Communication Systems. CoRR (2023)
Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria Rivera, Medhat Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
Traffic Steering for 5G Multi-RAT Deployments using Deep Reinforcement Learning. CCNC (2023)
Pedro Enrique Iturria Rivera, Medhat Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
Hierarchical Deep Q-Learning Based Handover in Wireless Networks with Dual Connectivity. CoRR (2023)
Han Zhang, Hao Zhou, Medhat Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
On-Device Intelligence for 5G RAN: Knowledge Transfer and Federated Learning enabled UE-Centric Traffic Steering. CoRR (2023)
Han Zhang, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
Distributed Attacks over Federated Reinforcement Learning-enabled Cell Sleep Control. CoRR (2023)
Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria Rivera, Medhat Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
Hierarchical Reinforcement Learning Based Traffic Steering in Multi-RAT 5G Deployments. CoRR (2023)
Ycaro Dantas, Pedro Enrique Iturria Rivera, Hao Zhou, Majid Bavand, Medhat Elsayed, Raimundas Gaigalas, Melike Erol-Kantarci
Beam Selection for Energy-Efficient mmWave Network Using Advantage Actor Critic Learning. CoRR (2023)
Ycaro Dantas, Pedro Enrique Iturria Rivera, Hao Zhou, Majid Bavand, Medhat H. M. Elsayed, Raimundas Gaigalas, Melike Erol-Kantarci
Beam Selection for Energy-Efficient mmWave Network Using Advantage Actor Critic Learning. ICC (2023)
Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria Rivera, Medhat Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
Intent-driven Intelligent Control and Orchestration in O-RAN Via Hierarchical Reinforcement Learning. CoRR (2023)
Ycaro Dantas, Pedro Enrique Iturria-Rivera, Hao Zhou, Yigit Ozcan, Majid Bavand, Medhat H. M. Elsayed, Raimundas Gaigalas, Melike Erol-Kantarci
Split Learning for Sensing-Aided Single and Multi-Level Beam Selection in Multi-Vendor RAN. GLOBECOM (2023)
Shavbo Salehi, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
Policy Poisoning Attacks on Transfer Learning Enabled Resource Allocation for Network Slicing. GLOBECOM (2023)
Han Zhang, Hao Zhou, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
Distributed Attacks over Federated Reinforcement Learning-Enabled Cell Sleep Control. GLOBECOM (Workshops) (2023)
Hao Zhou, Medhat Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
Cooperative Hierarchical Deep Reinforcement Learning based Joint Sleep, Power, and RIS Control for Energy-Efficient HetNet. CoRR (2023)
Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria Rivera, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Yigit Ozcan, Melike Erol-Kantarci
Hierarchical Reinforcement Learning Based Traffic Steering in Multi-RAT 5G Deployments. ICC (2023)
Md Arafat Habib, Hao Zhou, Pedro Enrique Iturria Rivera, Medhat Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
Traffic Steering for 5G Multi-RAT Deployments using Deep Reinforcement Learning. CoRR (2023)
Pedro Enrique Iturria Rivera, Medhat Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
Hierarchical Deep Q-Learning Based Handover in Wireless Networks with Dual Connectivity. GLOBECOM (2022)
Hao Zhou, Long Kong, Medhat H. M. Elsayed, Majid Bavand, Raimundas Gaigalas, Steve Furr, Melike Erol-Kantarci
Hierarchical Reinforcement Learning for RIS-Assisted Energy-Efficient RAN. GLOBECOM (2022)