M. Lombardi

Most-cited papers

Anomaly Detection using Autoencoders in High Performance Computing Systems
Andrea Borghesi, Andrea Bartolini, M. Lombardi, M. Milano +1 more
2018DDC@AI*IA223 citations Open access
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Lagrangian Duality for Constrained Deep Learning
Ferdinando Fioretto, P. Van Hentenryck, Terrence W.K. Mak, Cuong Tran +2 more
2020ECML/PKDD117 citations Open access
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Empirical decision model learning
M. Lombardi, Michela Milano, Andrea Bartolini
2017Artificial Intelligence102 citations Open access
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A semisupervised autoencoder-based approach for anomaly detection in high performance computing systems
Andrea Borghesi, Andrea Bartolini, M. Lombardi, M. Milano +1 more
2019Engineering applications of artificial intelligence101 citations Open access
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Contrastive Losses and Solution Caching for Predict-and-Optimize
Maxime Mulamba, Jayanta Mandi, M. Diligenti, M. Lombardi +2 more
2020International Joint Conference on Artificial Intelligence81 citations Open access
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Optimal methods for resource allocation and scheduling: a cross-disciplinary survey
M. Lombardi, M. Milano
2012Constraints75 citations
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Boosting Combinatorial Problem Modeling with Machine Learning
A. De Filippo, M. Lombardi, M. Milano
2018International Joint Conference on Artificial Intelligence71 citations Open access
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An efficient and complete approach for throughput-maximal SDF allocation and scheduling on multi-core platforms
Alessio Bonfietti, L. Benini, M. Lombardi, M. Milano
2010Design, Automation and Test in Europe69 citations
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Predictive Modeling for Job Power Consumption in HPC Systems
Andrea Borghesi, Andrea Bartolini, M. Lombardi, M. Milano +1 more
2016ISC High Performance61 citations
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Robust Scheduling of Task Graphs under Execution Time Uncertainty
M. Lombardi, M. Milano, L. Benini
2013IEEE transactions on computers45 citations
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Throughput Constraint for Synchronous Data Flow Graphs
Alessio Bonfietti, M. Lombardi, M. Milano, L. Benini
2009Integration of AI and OR Techniques in Constraint Programming41 citations
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Scheduling-based power capping in high performance computing systems
Andrea Borghesi, Andrea Bartolini, M. Lombardi, M. Milano +1 more
2018Sustainable Computing: Informatics and Systems39 citations Open access
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Embedding Decision Trees and Random Forests in Constraint Programming
Alessio Bonfietti, M. Lombardi, M. Milano
2015Integration of AI and OR Techniques in Constraint Programming38 citations
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Neuron Constraints to Model Complex Real-World Problems
Andrea Bartolini, M. Lombardi, M. Milano, L. Benini
2011International Conference on Principles and Practice of Constraint Programming38 citations
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A Constraint Programming Scheduler for Heterogeneous High-Performance Computing Machines
Thomas Bridi, Andrea Bartolini, M. Lombardi, M. Milano +1 more
2016IEEE Transactions on Parallel and Distributed Systems34 citations Open access
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Power Capping in High Performance Computing Systems
Andrea Borghesi, F. Collina, M. Lombardi, M. Milano +1 more
2015International Conference on Principles and Practice of Constraint Programming32 citations Open access
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Stochastic allocation and scheduling for conditional task graphs in multi-processor systems-on-chip
M. Lombardi, M. Milano, M. Ruggiero, L. Benini
2010Journal of Scheduling30 citations
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Teaching the old dog new tricks: supervised learning with constraints
F. Detassis, M. Lombardi, M. Milano
2020NeHuAI@ECAI29 citations Open access
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A Precedence Constraint Posting Approach for the RCPSP with Time Lags and Variable Durations
M. Lombardi, M. Milano
2009International Conference on Principles and Practice of Constraint Programming29 citations
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MS3: A Mediterranean-stile job scheduler for supercomputers - do less when it's too hot!
Andrea Borghesi, C. Conficoni, M. Lombardi, Andrea Bartolini
2015International Symposium on High Performance Computing Systems and Applications27 citations
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Model Agnostic Solution of CSPs via Deep Learning: A Preliminary Study
Andrea Galassi, M. Lombardi, P. Mello, M. Milano
2018Integration of AI and OR Techniques in Constraint Programming25 citations
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Multi-stage Benders Decomposition for Optimizing Multicore Architectures
L. Benini, M. Lombardi, Marco Mantovani, M. Milano +1 more
2008Integration of AI and OR Techniques in Constraint Programming24 citations
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Injecting domain knowledge in neural networks: a controlled experiment on a constrained problem
Mattia Silvestri, M. Lombardi, M. Milano
2020NeHuAI@ECAI21 citations Open access
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Proactive Workload Dispatching on the EURORA Supercomputer
Andrea Bartolini, Andrea Borghesi, Thomas Bridi, M. Lombardi +1 more
2014International Conference on Principles and Practice of Constraint Programming20 citations
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Optimal resource allocation and scheduling for the CELL BE platform
L. Benini, M. Lombardi, M. Milano, M. Ruggiero
2011Annals of Operations Research20 citations
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Score Function Gradient Estimation to Widen the Applicability of Decision-Focused Learning
Mattia Silvestri, Senne Berden, Gaetano Signorelli, A. Mahmutoğulları +4 more
2023Journal of Artificial Intelligence Research18 citations Open access
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A Lagrangian Dual Framework for Deep Neural Networks with Constraints
Ferdinando Fioretto, Terrence W.K. Mak, Federico Baldo, M. Lombardi +1 more
2020arXiv.org18 citations
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A Constraint Based Approach to Cyclic RCPSP
Alessio Bonfietti, M. Lombardi, L. Benini, M. Milano
2011International Conference on Principles and Practice of Constraint Programming18 citations
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Allocation and scheduling of Conditional Task Graphs
M. Lombardi, M. Milano
2010Artificial Intelligence18 citations Open access
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Integrated Offline and Online Decision Making under Uncertainty
A. De Filippo, M. Lombardi, Michela Milano
2021Journal of Artificial Intelligence Research17 citations Open access
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Understanding the Potential of Propagators
Sascha Van Cauwelaert, M. Lombardi, P. Schaus
2015Integration of AI and OR Techniques in Constraint Programming17 citations
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Cost Impact Guided LNS
M. Lombardi, P. Schaus
2014Integration of AI and OR Techniques in Constraint Programming16 citations
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A min-flow algorithm for Minimal Critical Set detection in Resource Constrained Project Scheduling
M. Lombardi, M. Milano
2012Artificial Intelligence15 citations Open access
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A lagrangian propagator for artificial neural networks in constraint programming
M. Lombardi, Stefano Gualandi
2016Constraints14 citations
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How to Tame Your Anticipatory Algorithm
A. De Filippo, M. Lombardi, M. Milano
2019DDC@AI*IA13 citations Open access
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Robust Optimization for Virtual Power Plants
A. De Filippo, M. Lombardi, M. Milano, A. Borghetti
2017International Conference of the Italian Association for Artificial Intelligence13 citations
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CROSS cyclic resource-constrained scheduling solver
Alessio Bonfietti, M. Lombardi, L. Benini, M. Milano
2014Artificial Intelligence13 citations Open access
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Maximum-throughput mapping of SDFGs on multi-core SoC platforms
Alessio Bonfietti, M. Lombardi, M. Milano, L. Benini
2013J. Parallel Distributed Comput.13 citations Open access
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Combining learning and optimization for transprecision computing
Andrea Borghesi, Giuseppe Tagliavini, M. Lombardi, L. Benini +1 more
2020ACM International Conference on Computing Frontiers11 citations Open access
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Non-linear Optimization of Business Models in the Electricity Market
A. De Filippo, M. Lombardi, M. Milano
2016Integration of AI and OR Techniques in Constraint Programming11 citations
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Optimization and Controlled Systems: A Case Study on Thermal Aware Workload Dispatching
Andrea Bartolini, M. Lombardi, M. Milano, L. Benini
2012AAAI Conference on Artificial Intelligence11 citations Open access
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Disregarding Duration Uncertainty in Partial Order Schedules? Yes, We Can!
Alessio Bonfietti, M. Lombardi, M. Milano
2014Integration of AI and OR Techniques in Constraint Programming10 citations
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The Weighted Average Constraint
Alessio Bonfietti, M. Lombardi
2012International Conference on Principles and Practice of Constraint Programming10 citations
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Robust non-preemptive hard real-time scheduling for clustered multicore platforms
M. Lombardi, M. Milano, L. Benini
20092009 Design, Automation & Test in Europe Conference & Exhibition10 citations
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MPOpt-Cell: a high-performance data-flow programming environment for the CELL BE processor
A. Franceschelli, Paolo Burgio, Giuseppe Tagliavini, A. Marongiu +5 more
2011ACM International Conference on Computing Frontiers9 citations Open access
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Machine-Learning blends of geomorphic descriptors: value and limitations for flood hazard assessment across large floodplains
Andrea Magnini, M. Lombardi, S. Persiano, Antonio Tirri +2 more
2021Natural Hazards and Earth System Sciences8 citations Open access
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From Offline to Online Kidney Exchange Optimization
Danuta Sorina Chisca, M. Lombardi, M. Milano, B. O'Sullivan
2018IEEE International Conference on Tools with Artificial Intelligence8 citations Open access
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A Visual Web Tool to Perform What-If Analysis of Optimization Approaches
Sascha Van Cauwelaert, M. Lombardi, P. Schaus
2017arXiv.org7 citations
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A New Propagator for Two-Layer Neural Networks in Empirical Model Learning
M. Lombardi, Stefano Gualandi
2013International Conference on Principles and Practice of Constraint Programming7 citations
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Global Cyclic Cumulative Constraint
Alessio Bonfietti, M. Lombardi, L. Benini, M. Milano
2012Integration of AI and OR Techniques in Constraint Programming7 citations
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