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08/28/2022
RUAD: unsupervised anomaly detection in HPC systems
The increasing complexity of modern high-performance computing (HPC) sys...
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05/20/2022
Machine Learning for Combinatorial Optimisation of Partially-Specified Problems: Regret Minimisation as a Unifying Lens
It is increasingly common to solve combinatorial optimisation problems t...
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03/03/2021
Deep Learning for Virus-Spreading Forecasting: a Brief Survey
The advent of the coronavirus pandemic has sparked the interest in predi...
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07/27/2020
A Machine Learning Approach to Online Fault Classification in HPC Systems
As High-Performance Computing (HPC) systems strive towards the exascale ...
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06/08/2020
End-to-end learning for semiquantitative rating of COVID-19 severity on Chest X-rays
In this work we designed an end-to-end deep learning architecture for pr...
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05/20/2020
An Analysis of Regularized Approaches for Constrained Machine Learning
Regularization-based approaches for injecting constraints in Machine Lea...
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05/19/2020
Improving Deep Learning Models via Constraint-Based Domain Knowledge: a Brief Survey
Deep Learning (DL) models proved themselves to perform extremely well on...
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02/24/2020
Injective Domain Knowledge in Neural Networks for Transprecision Computing
Machine Learning (ML) models are very effective in many learning tasks, ...
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02/24/2020
Combining Learning and Optimization for Transprecision Computing
The growing demands of the worldwide IT infrastructure stress the need f...
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09/27/2019
COUNTDOWN Slack: a Run-time Library to Reduce Energy Footprint in Large-scale MPI Applications
The power consumption of supercomputers is a major challenge for system ...
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02/22/2019
Online Anomaly Detection in HPC Systems
Reliability is a cumbersome problem in High Performance Computing System...
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11/13/2018
Anomaly Detection using Autoencoders in High Performance Computing Systems
Anomaly detection in supercomputers is a very difficult problem due to t...
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10/26/2018
Online Fault Classification in HPC Systems through Machine Learning
As High-Performance Computing (HPC) systems strive towards exascale goal...
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07/26/2018
FINJ: A Fault Injection Tool for HPC Systems
We present FINJ, a high-level fault injection tool for High-Performance ...
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06/13/2018