Raimundas Gaigalas

CoRR, 2024

Self-Play Ensemble Q-learning enabled Resource Allocation for Network Slicing.

[BibT_eX]

[DOI]

Shavbo Salehi

CoRR, 2024

LLM-Based Intent Processing and Network Optimization Using Attention-Based Hierarchical Reinforcement Learning.

[BibT_eX]

[DOI]

CoRR, 2024

Extended Reality (XR) Codec Adaptation in 5G using Multi-Agent Reinforcement Learning with Attention Action Selection.

[BibT_eX]

[DOI]

CoRR, 2024

Federated Learning with Dual Attention for Robust Modulation Classification under Attacks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2024

Jamming Attacks and Mitigation in Transfer Learning Enabled 5G RAN Slicing.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2024

Transformer-Based Wireless Traffic Prediction and Network Optimization in O-RAN.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications Workshops, 2024

2023

Intent-driven Intelligent Control and Orchestration in O-RAN Via Hierarchical Reinforcement Learning.

[BibT_eX]

[DOI]

CoRR, 2023

Design Principles for Generalization and Scalability of AI in Communication Systems.

[BibT_eX]

[DOI]

CoRR, 2023

Cooperative Hierarchical Deep Reinforcement Learning based Joint Sleep, Power, and RIS Control for Energy-Efficient HetNet.

[BibT_eX]

[DOI]

CoRR, 2023

Hierarchical Reinforcement Learning Based Traffic Steering in Multi-RAT 5G Deployments.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2023

Beam Selection for Energy-Efficient mmWave Network Using Advantage Actor Critic Learning.

[BibT_eX]

[DOI]

Ycaro Dantas

Proceedings of the IEEE International Conference on Communications, 2023

Distributed Attacks over Federated Reinforcement Learning-Enabled Cell Sleep Control.

[BibT_eX]

[DOI]

Proceedings of the IEEE Globecom Workshops 2023, 2023

Policy Poisoning Attacks on Transfer Learning Enabled Resource Allocation for Network Slicing.

[BibT_eX]

[DOI]

Proceedings of the IEEE Global Communications Conference, 2023

Split Learning for Sensing-Aided Single and Multi-Level Beam Selection in Multi-Vendor RAN.

[BibT_eX]

[DOI]

Ycaro Dantas

Proceedings of the IEEE Global Communications Conference, 2023

Traffic Steering for 5G Multi-RAT Deployments using Deep Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the 20th IEEE Consumer Communications & Networking Conference, 2023

2022

Hierarchical Reinforcement Learning for RIS-Assisted Energy-Efficient RAN.

[BibT_eX]

[DOI]

Proceedings of the IEEE Global Communications Conference, 2022

Hierarchical Deep Q-Learning Based Handover in Wireless Networks with Dual Connectivity.

[BibT_eX]

[DOI]