Abstract: TCP Congestion control using Active Queue Management (AQM) techniques, especially Random Early Detection (RED), is an evolving and persisting difficulty due to the dynamic nature of network ...

New Technology Evaluation Group, Monitoring and Research Department, Metropolitan Water Reclamation District of Greater Chicago, 100 East Erie Street, Chicago, Illinois 60611, United States ...

Abstract: Deep Reinforcement Learning-based Congestion Control Algorithms (DRL-based CCA) have shown their great potential to adapt to various environments automatically (e.g., Orca). However, it is ...