60 citations · 98 across the 12 of their papers we have counts for
3 papers · 1 filter
RAMP: A Flat Nanosecond Optical Network and MPI Operations for Distributed Deep Learning Systems
Alessandro Ottino, Joshua Benjamin, Georgios Zervas
Distributed deep learning (DDL) systems strongly depend on network performance. Current electronic packet switched (EPS) network architectures and technologies suffer from variable…
Network Aware Compute and Memory Allocation in Optically Composable Data Centres with Deep Reinforcement Learning and Graph Neural Networks
Zacharaya Shabka, Georgios Zervas
Resource-disaggregated data centre architectures promise a means of pooling resources remotely within data centres, allowing for both more flexibility and resource efficiency under…
One-shot, Offline and Production-Scalable PID Optimisation with Deep Reinforcement Learning
Zacharaya Shabka, Michael Enrico, Nick Parsons +1
Proportional-integral-derivative (PID) control underlies more than of automated industrial processes. Controlling these processes effectively with respect to some specified…