3 citations · 3 across the 2 of their papers we have counts for
3 papers · 1 filter
MCCL: Measurement-based Collective Communication Library
Michele Ferrero, Gabriele Castellano, Paolo Medagliani +3
Collective communication is a critical performance bottleneck in large-scale distributed training. Existing libraries and synthesis frameworks compute open-loop schedules once, ass…
Accelerating Deep Learning Classification with Error-controlled Approximate-key Caching
Alessandro Finamore, James Roberts, Massimo Gallo +1
While Deep Learning (DL) technologies are a promising tool to solve networking problems that map to classification tasks, their computational complexity is still too high with resp…
FENXI: Deep-learning Traffic Analytics at the Edge
Massimo Gallo, Alessandro Finamore, Gwendal Simon +1
Live traffic analysis at the first aggregation point in the ISP network enables the implementation of complex traffic engineering policies but is limited by the scarce processing c…