64 citations · 94 across the 9 of their papers we have counts for
3 papers · 1 filter
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…