3 papers
cs.CL2025
Natural Language Interaction with Databases on Edge Devices in the Internet of Battlefield Things
Christopher D. Molek, Roberto Fronteddu, K. Brent Venable +1
The expansion of the Internet of Things (IoT) in the battlefield, Internet of Battlefield Things (IoBT), gives rise to new opportunities for enhancing situational awareness. To inc…
cs.LG2023
Learning to Sail Dynamic Networks: The MARLIN Reinforcement Learning Framework for Congestion Control in Tactical Environments
Raffaele Galliera, Mattia Zaccarini, Alessandro Morelli +4
Conventional Congestion Control (CC) algorithms,such as TCP Cubic, struggle in tactical environments as they misinterpret packet loss and fluctuating network performance as congest…
cs.LG2023
MARLIN: Soft Actor-Critic based Reinforcement Learning for Congestion Control in Real Networks
Raffaele Galliera, Alessandro Morelli, Roberto Fronteddu +1
Fast and efficient transport protocols are the foundation of an increasingly distributed world. The burden of continuously delivering improved communication performance to support…