216 citations · 395 across the 24 of their papers we have counts for
4 papers · 1 filter
Source Code Classification for Energy Efficiency in Parallel Ultra Low-Power Microcontrollers
Emanuele Parisi, Francesco Barchi, Andrea Bartolini +2
The analysis of source code through machine learning techniques is an increasingly explored research topic aiming at increasing smartness in the software toolchain to exploit moder…
Toward an End-to-End Auto-tuning Framework in HPC PowerStack
Xingfu Wu, Aniruddha Marathe, Siddhartha Jana +7
Efficiently utilizing procured power and optimizing performance of scientific applications under power and energy constraints are challenging. The HPC PowerStack defines a software…
A Machine Learning Approach to Online Fault Classification in HPC Systems
Alessio Netti, Zeynep Kiziltan, Ozalp Babaoglu +3
As High-Performance Computing (HPC) systems strive towards the exascale goal, failure rates both at the hardware and software levels will increase significantly. Thus, detecting an…
pAElla: Edge-AI based Real-Time Malware Detection in Data Centers
Antonio Libri, Andrea Bartolini, Luca Benini
The increasing use of Internet-of-Things (IoT) devices for monitoring a wide spectrum of applications, along with the challenges of "big data" streaming support they often require…