2 papers
cs.LG2025
MAR-FL: A Communication Efficient Peer-to-Peer Federated Learning System
Felix Mulitze, Herbert Woisetschläger, Hans Arno Jacobsen
The convergence of next-generation wireless systems and distributed Machine Learning (ML) demands Federated Learning (FL) methods that remain efficient and robust with wireless con…
cs.LG2024
MESS+: Energy-Optimal Inferencing in Language Model Zoos with Service Level Guarantees
Ryan Zhang, Herbert Woisetschläger, Shiqiang Wang +1
Open-weight large language model (LLM) zoos allow users to quickly integrate state-of-the-art models into systems. Despite increasing availability, selecting the most appropriate m…