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01/31/2023
Partitioning Distributed Compute Jobs with Reinforcement Learning and Graph Neural Networks
From natural language processing to genome sequencing, large-scale machi...
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10/26/2022
Network Aware Compute and Memory Allocation in Optically Composable Data Centres with Deep Reinforcement Learning and Graph Neural Networks
Resource-disaggregated data centre architectures promise a means of pool...
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10/25/2022
One-shot, Offline and Production-Scalable PID Optimisation with Deep Reinforcement Learning
Proportional-integral-derivative (PID) control underlies more than 97% o...
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06/04/2021
Nara: Learning Network-Aware Resource Allocation Algorithms for Cloud Data Centres
Data centres (DCs) underline many prominent future technological trends ...
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03/11/2020
