Axel Parmentier
- Learning with Combinatorial Optimization Layers: a Probabilistic Approach
2022/07/27 by Guillaume Dalle, Dalle, Guillaume, Léo Baty +5 · 1 voice · 6 citations
Computer Science · Economics, Econometrics and Finance · Mathematics · #Artificial Intelligence in Games #Data Visualization and Analytics #Sports Analytics and Performance #cs.LG #math.OC #stat.ML
- Explainable Data-Driven Optimization: From Context to Decision and Back Again
2023/01/24 by Alexandre Forel, Axel Parmentier, Forel, Alexandre +3 · 4 citations
Computer Science · Decision Sciences · #68T37(Primary) #90-10 (Secondary) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Mathematics #Forecasting Techniques and Applications #I.2.8 #Machine Learning (cs.LG) #Machine Learning and Data Classification #Optimization and Control (math.OC)
- Electric Vehicle Fleets: Scalable Route and Recharge Scheduling through Column Generation
2021/04/08 by Axel Parmentier, Parmentier, Axel, Rafael Martinelli +3 · 2 citations
Engineering · #Electric Vehicles and Infrastructure #FOS: Mathematics #Optimization and Control (math.OC) #Transportation and Mobility Innovations #Vehicle Routing Optimization Methods
- Combinatorial Optimization enriched Machine Learning to solve the Dynamic Vehicle Routing Problem with Time Windows
2023/04/03 by Léo Baty, Kai Jungel, Baty, Léo +7 · 4 citations
Engineering · Social Sciences · #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #Transportation Planning and Optimization #Transportation and Mobility Innovations #Vehicle Routing Optimization Methods #electronic engineering #information engineering
- Optimal Counterfactual Explanations in Tree Ensembles
2021/06/11 by Axel Parmentier, Parmentier, Axel, Thibaut Vidal +1 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Anomaly Detection Techniques and Applications
- Don't Explain Noise: Robust Counterfactuals for Randomized Ensembles
2022/05/27 by Alexandre Forel, Axel Parmentier, Forel, Alexandre +3 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and Data Classification #Optimization and Control (math.OC)
- CF-OPT: Counterfactual Explanations for Structured Prediction
2024/05/28 by Germain Vivier--Ardisson, Vivier-Ardisson, Germain, Alexandre Forel +5 · 2 citations
Computer Science · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Solving a Continent-Scale Inventory Routing Problem at Renault
2023/10/31 by Louis Bouvier, Guillaume Dalle, Axel Parmentier +1 · 1 voice · 1 citation
Engineering · #Maritime Ports and Logistics #Optimization and Packing Problems #Vehicle Routing Optimization Methods
- Structured Reinforcement Learning for Combinatorial Decision-Making
2025/05/25 by Heiko Hoppe, Hoppe, Heiko, Léo Baty +7 · 2 citations
Engineering · #Advanced Research in Systems and Signal Processing #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC)
- Combinatorial Optimization and Machine Learning for Dynamic Inventory Routing
2024/02/06 by Toni Greif, Louis Bouvier, Greif, Toni +9 · 1 citation
Computer Science · #Advanced Database Systems and Queries #Cognitive Computing and Networks #FOS: Mathematics #Optimization and Control (math.OC) #Semantic Web and Ontologies