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Federica Filippini
Federica Filippini
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ANDREAS: Artificial intelligence traiNing scheDuler foR accElerAted resource clusterS
F Filippini, D Ardagna, M Lattuada, E Amaldi, M Riedl, K Materka, ...
2021 8th International Conference on Future Internet of Things and Cloud …, 2021
102021
A random greedy based design time tool for AI applications component placement and resource selection in computing continua
H Sedghani, F Filippini, D Ardagna
2021 IEEE International Conference on Edge Computing (EDGE), 32-40, 2021
92021
OSCAR-P and aMLLibrary: Performance Profiling and Prediction of Computing Continua Applications
E Galimberti, B Guindani, F Filippini, H Sedghani, D Ardagna, G Moltó, ...
Companion of the 2023 ACM/SPEC International Conference on Performance …, 2023
82023
A Stochastic Approach for Scheduling AI Training Jobs in GPU-based Systems
F Filippini, J Anselmi, D Ardagna, B Gaujal
IEEE Transactions on Cloud Computing, 2023
72023
A randomized greedy method for ai applications component placement and resource selection in computing continua
H Sedghani, F Filippini, D Ardagna
2021 IEEE International Conference on Joint Cloud Computing (JCC), 65-70, 2021
72021
Hierarchical Scheduling in on-demand GPU-as-a-Service Systems
F Filippini, M Lattuada, A Jahani, M Ciavotta, D Ardagna, E Amaldi
2020 22nd International Symposium on Symbolic and Numeric Algorithms for …, 2020
72020
A path relinking method for the joint online scheduling and capacity allocation of DL training workloads in GPU as a service systems
F Filippini, M Lattuada, M Ciavotta, A Jahani, D Ardagna, E Amaldi
IEEE Transactions on Services Computing 16 (3), 1630-1646, 2022
62022
SPACE4AI-R: a runtime management tool for AI applications component placement and resource scaling in computing continua
F Filippini, H Sedghani, D Ardagna
Proceedings of the IEEE/ACM 16th International Conference on Utility and …, 2023
42023
Runtime Management of Artificial Intelligence Applications for Smart Eyewears
AW Kambale, H Sedghani, F Filippini, G Verticale, D Ardagna
Proceedings of the IEEE/ACM 16th International Conference on Utility and …, 2023
32023
Greening AI: A Framework for Energy-Aware Resource Allocation of ML Training Jobs with Performance Guarantees
R Sala, F Filippini, D Ardagna, D Lezzi, F Lordan, P Thiem
International Conference on Advanced Information Networking and Applications …, 2024
12024
FIGARO: reinForcement learnInG mAnagement acRoss the computing cOntinuum
F Filippini, R Cavadini, D Ardagna, R Lancellotti, G Russo Russo, ...
Proceedings of the IEEE/ACM 16th International Conference on Utility and …, 2023
12023
OSCAR-P and aMLLibrary: Profiling and predicting the performance of FaaS-based applications in computing continua
R Sala, B Guindani, E Galimberti, F Filippini, H Sedghani, D Ardagna, ...
Journal of Systems and Software 221, 112282, 2025
2025
SPACE4AI-D: A Design-time Tool for AI applications Resource Selection in Computing Continua
H Sedghani, F Filippini, D Ardagna
IEEE Transactions on Services Computing, 2024
2024
Comparing Actor-Critic and Neuroevolution Approaches for Traffic Offloading in FaaS-powered Edge Systems
E Petriglia, F Filippini, G Pracucci, M Savi, M Ciavotta
Proceedings of the 1st Workshop on Serverless at the Edge, 17-24, 2024
2024
Analysis and Evaluation of Load Management Strategies in a Decentralized FaaS Environment: A Simulation-Based Framework
F Filippini, N Calmi, L Cavenaghi, E Petriglia, M Savi, M Ciavotta
Proceedings of the 1st Workshop on Serverless at the Edge, 1-8, 2024
2024
Performance Models for Distributed Deep Learning Training Jobs on Ray
F Filippini, B Lublinsky, M de Bayser, D Ardagna
2023 49th Euromicro Conference on Software Engineering and Advanced …, 2023
2023
Resource allocation and scheduling problems in computing continua for artificial intelligence applications
F FILIPPINI
2023
Scheduling Deep Learning Jobs Training in the Cloud: Comparing Multiple Approaches
M Precuzzi, F Filippini, D Ardagna
SPARK-2022 proceedings (in CEUR-WS Workshop Proceedings), 1-9, 2022
2022
Job Scheduling and Optimal Capacity Allocation Problems for Deep Learning Training Jobs
F Filippini
Italy, 2020
2020
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