Optimizing Geo-distributed Machine Learning with Network-Aware Adaptive Synchronization Topology and Multipath Transmission

This paper proposes NETSTORM, an adaptive and efficient communication scheduler that leverages network awareness and multipath transmission to accelerate parameter synchronization across geo-distributed data centers.