Chételat, Didier
- Exact Combinatorial Optimization with Graph Convolutional Neural Networks
2019/06/04 by Maxime Gasse, Didier Chételat, Gasse, Maxime +7 · 61 citations
Computer Science · #Advanced Graph Neural Networks #Topic Modeling #Machine Learning and Algorithms
- The Machine Learning for Combinatorial Optimization Competition (ML4CO):\n Results and Insights
2022/03/04 by Maxime Gasse, Quentin Cappart, Gasse, Maxime +81 · 14 citations
Engineering · #Optimization and Packing Problems #Vehicle Routing Optimization Methods #Maritime Ports and Logistics
- Learning to branch with Tree MDPs
2022/05/23 by Lara Scavuzzo, Scavuzzo, Lara, Feng Yang Chen +11 · 9 citations
Computer Science · #Complexity and Algorithms in Graphs #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Data Classification #Optimization and Control (math.OC) #Reinforcement Learning in Robotics
- Ecole: A Gym-like Library for Machine Learning in Combinatorial Optimization Solvers
2020/11/11 by Antoine Prouvost, Justin Dumouchelle, Prouvost, Antoine +9 · 7 citations
Computer Science · #Constraint Satisfaction and Optimization #Artificial Intelligence in Games #Data Management and Algorithms
- Exploring the Power of Graph Neural Networks in Solving Linear Optimization Problems
2023/10/16 by Chendi Qian, Didier Chételat, Qian, Chendi +3 · 7 citations
Computer Science · #Advanced Graph Neural Networks #Advanced Neural Network Applications #Machine Learning and Algorithms
- Learning to Compare Nodes in Branch and Bound with Graph Neural Networks
2022/10/30 by Labassi, Abdel Ghani, Chételat, Didier, Lodi, Andrea · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Refining Answer Distributions for Improved Large Language Model Reasoning
2024/12/17 by Soumyasundar Pal, Didier Chételat, Pal, Soumyasundar +5 · 4 citations
Computer Science · #Natural Language Processing Techniques #Topic Modeling
- Continuous cutting plane algorithms in integer programming
2022/04/19 by Didier Chételat, Chételat, Didier, Andrea Lodi +1 · 1 citation
Engineering · #90C11 #Assembly Line Balancing Optimization #FOS: Mathematics #Optimization and Control (math.OC) #Optimization and Packing Problems #Vehicle Routing Optimization Methods