2 papers
cs.DC2026
GreenGNN: Energy-Aware Windowed Communication Optimization for Distributed GNN Training
Arefin Niam, Tevfik Kosar, M. S. Q. Zulkar Nine
Large-scale graph neural network (GNN) training often requires distributed clusters because graph structure and feature tensors no longer fit in a single node's memory. In sampling…
cs.NI2023
GreenNFV: Energy-Efficient Network Function Virtualization with Service Level Agreement Constraints
MD S Q Zulkar Nine, Tevfik Kosar, Fatih Bulut +1
Network Function Virtualization (NFV) platforms consume significant energy, introducing high operational costs in edge and data centers. This paper presents a novel framework calle…