64 citations · 94 across the 9 of their papers we have counts for
4 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…
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…