Justin Dumouchelle
- The Machine Learning for Combinatorial Optimization Competition (ML4CO):\n Results and Insights
2022/03/04 by Maxime Gasse, Gasse, Maxime, Quentin Cappart +81 · 11 citations
Engineering · #Optimization and Packing Problems #Vehicle Routing Optimization Methods #Maritime Ports and Logistics
- Ecole: A Gym-like Library for Machine Learning in Combinatorial Optimization Solvers
2020/11/11 by Antoine Prouvost, Justin Dumouchelle, Prouvost, Antoine +9 · 5 citations
Computer Science · #Constraint Satisfaction and Optimization #Artificial Intelligence in Games #Data Management and Algorithms
- Neur2SP: Neural Two-Stage Stochastic Programming
2022/05/20 by Justin Dumouchelle, Rahul Patel, Dumouchelle, Justin +5 · 6 citations
Decision Sciences · Economics, Econometrics and Finance · Engineering · #Artificial Intelligence (cs.AI) #Economic and Environmental Valuation #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC) #Risk and Portfolio Optimization #Water resources management and optimization
- Deep Learning for Two-Stage Robust Integer Optimization
2023/10/06 by Justin Dumouchelle, Esther Julien, Dumouchelle, Justin +5 · 1 citation
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Fault Detection and Control Systems #Machine Learning (cs.LG) #Neural Networks and Applications #Oil and Gas Production Techniques #Optimization and Control (math.OC)
- Neur2BiLO: Neural Bilevel Optimization
2024/02/04 by Justin Dumouchelle, Esther Julien, Dumouchelle, Justin +5 · 1 citation
Computer Science · Physics and Astronomy · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Neural Networks and Applications #Optimization and Control (math.OC)