64 citations · 94 across the 9 of their papers we have counts for
11 papers
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…
Federated Learning with Heterogeneous Data Handling for Robust Vehicular Object Detection
Ahmad Khalil, Tizian Dege, Pegah Golchin +3
In the pursuit of refining precise perception models for fully autonomous driving, continual online model training becomes essential. Federated Learning (FL) within vehicular netwo…
Resilience-by-Design in 6G Networks: Literature Review and Novel Enabling Concepts
Ladan Khaloopour, Yanpeng Su, Florian Raskob +12
The sixth generation (6G) mobile communication networks are expected to intelligently integrate into various aspects of modern digital society, including smart cities, homes, healt…
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…
Roadmap for Edge AI: A Dagstuhl Perspective
Aaron Yi Ding, Ella Peltonen, Tobias Meuser +16
Based on the collective input of Dagstuhl Seminar (21342), this paper presents a comprehensive discussion on AI methods and capabilities in the context of edge computing, referred…
I Do Not Understand What I Cannot Define: Automatic Question Generation With Pedagogically-Driven Content Selection
Tim Steuer, Anna Filighera, Tobias Meuser +1
Most learners fail to develop deep text comprehension when reading textbooks passively. Posing questions about what learners have read is a well-established way of fostering their…
Hide Me: Enabling Location Privacy in Heterogeneous Vehicular Networks
Tobias Meuser, Oluwasegun Taiwo Ojo, Daniel Bischoff +3
To support location-based services, vehicles must share their location with a server to receive relevant data, compromising their (location) privacy. To alleviate this privacy comp…
A Trust Management and Misbehaviour Detection Mechanism for Multi-Agent Systems and its Application to Intelligent Transportation Systems
Johannes Müller, Tobias Meuser, Ralf Steinmetz +1
Cooperative information shared among a multi-agent system (MAS) can be useful to agents to efficiently fulfill their missions. Relying on wrong information, however, can have sever…
Conducting a Large-scale Field Test of a Smartphone-based Communication Network for Emergency Response
Flor Álvarez, Lars Almon, Patrick Lieser +5
Smartphone-based communication networks form a basis for services in emergency response scenarios, where communication infrastructure is impaired or overloaded. Still, their design…