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Michele Lombardi
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Anomaly detection using autoencoders in high performance computing systems
A Borghesi, A Bartolini, M Lombardi, M Milano, L Benini
Proceedings of the AAAI Conference on artificial intelligence 33 (01), 9428-9433, 2019
3332019
Empirical decision model learning
M Lombardi, M Milano, A Bartolini
Artificial Intelligence 244, 343-367, 2017
1502017
Lagrangian duality for constrained deep learning
F Fioretto, P Van Hentenryck, TWK Mak, C Tran, F Baldo, M Lombardi
Joint European conference on machine learning and knowledge discovery in …, 2020
1322020
A semisupervised autoencoder-based approach for anomaly detection in high performance computing systems
A Borghesi, A Bartolini, M Lombardi, M Milano, L Benini
Engineering Applications of Artificial Intelligence 85, 634-644, 2019
1272019
Boosting combinatorial problem modeling with machine learning
M Lombardi, M Milano
arXiv preprint arXiv:1807.05517, 2018
962018
Optimal methods for resource allocation and scheduling: a cross-disciplinary survey
M Lombardi, M Milano
Constraints 17 (1), 51-85, 2012
962012
Contrastive losses and solution caching for predict-and-optimize
M Mulamba, J Mandi, M Diligenti, M Lombardi, V Bucarey, T Guns
arXiv preprint arXiv:2011.05354, 2020
902020
An efficient and complete approach for throughput-maximal SDF allocation and scheduling on multi-core platforms
A Bonfietti, L Benini, M Lombardi, M Milano
2010 Design, Automation & Test in Europe Conference & Exhibition (DATE 2010 …, 2010
892010
Predictive modeling for job power consumption in HPC systems
A Borghesi, A Bartolini, M Lombardi, M Milano, L Benini
International conference on high performance computing, 181-199, 2016
682016
Embedding decision trees and random forests in constraint programming
A Bonfietti, M Lombardi, M Milano
International Conference on Integration of Constraint Programming …, 2015
532015
Robust scheduling of task graphs under execution time uncertainty
M Lombardi, M Milano, L Benini
IEEE transactions on computers 62 (1), 98-111, 2011
532011
Scheduling-based power capping in high performance computing systems
A Borghesi, A Bartolini, M Lombardi, M Milano, L Benini
Sustainable Computing: Informatics and Systems 19, 1-13, 2018
452018
Neuron constraints to model complex real-world problems
A Bartolini, M Lombardi, M Milano, L Benini
International Conference on Principles and Practice of Constraint …, 2011
442011
Throughput constraint for synchronous data flow graphs
A Bonfietti, M Lombardi, M Milano, L Benini
International Conference on Integration of Constraint Programming …, 2009
442009
A constraint programming scheduler for heterogeneous high-performance computing machines
T Bridi, A Bartolini, M Lombardi, M Milano, L Benini
IEEE transactions on parallel and distributed systems 27 (10), 2781-2794, 2016
432016
Stochastic allocation and scheduling for conditional task graphs in multi-processor systems-on-chip
M Lombardi, M Milano, M Ruggiero, L Benini
Journal of scheduling 13 (4), 315-345, 2010
432010
Teaching the old dog new tricks: Supervised learning with constraints
F Detassis, M Lombardi, M Milano
Proceedings of the AAAI Conference on Artificial Intelligence 35 (5), 3742-3749, 2021
422021
Power capping in high performance computing systems
A Borghesi, F Collina, M Lombardi, M Milano, L Benini
International Conference on Principles and Practice of Constraint …, 2015
392015
Injecting domain knowledge in neural networks: a controlled experiment on a constrained problem
M Silvestri, M Lombardi, M Milano
International Conference on Integration of Constraint Programming …, 2021
352021
Ms3: A mediterranean-stile job scheduler for supercomputers-do less when it's too hot!
A Borghesi, C Conficoni, M Lombardi, A Bartolini
2015 International Conference on High Performance Computing & Simulation …, 2015
322015
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