7 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…
Towards Generalizability of Multi-Agent Reinforcement Learning in Graphs with Recurrent Message Passing
Jannis Weil, Zhenghua Bao, Osama Abboud +1
Graph-based environments pose unique challenges to multi-agent reinforcement learning. In decentralized approaches, agents operate within a given graph and make decisions based on…
Learning to Cooperate and Communicate Over Imperfect Channels
Jannis Weil, Gizem Ekinci, Heinz Koeppl +1
Information exchange in multi-agent systems improves the cooperation among agents, especially in partially observable settings. In the real world, communication is often carried ou…
Know your Enemy: Investigating Monte-Carlo Tree Search with Opponent Models in Pommerman
Jannis Weil, Johannes Czech, Tobias Meuser +1
In combination with Reinforcement Learning, Monte-Carlo Tree Search has shown to outperform human grandmasters in games such as Chess, Shogi and Go with little to no prior domain k…