4 papers
SatQNet: Satellite-assisted Quantum Network Entanglement Routing Using Directed Line Graph Neural Networks
Tobias Meuser, Jannis Weil, Aninda Lahiri +1
Quantum networks are expected to become a key enabler for interconnecting quantum devices. In contrast to classical communication networks, however, information transfer in quantum…
Analyzing Symbolic Properties for DRL Agents in Systems and Networking
Mohammad Zangooei, Jannis Weil, Amr Rizk +2
Deep reinforcement learning (DRL) has shown remarkable performance on complex control problems in systems and networking, including adaptive video streaming, wireless resource mana…
RELiQ: Scalable Entanglement Routing via Reinforcement Learning in Quantum Networks
Tobias Meuser, Jannis Weil, Aninda Lahiri +1
Quantum networks are becoming increasingly important because of advancements in quantum computing and quantum sensing, such as recent developments in distributed quantum computing…
FairStream: Fair Multimedia Streaming Benchmark for Reinforcement Learning Agents
Jannis Weil, Jonas Ringsdorf, Julian Barthel +2
Multimedia streaming accounts for the majority of traffic in today's internet. Mechanisms like adaptive bitrate streaming control the bitrate of a stream based on the estimated ban…