Parmentier, Axel
- Learning with Combinatorial Optimization Layers: a Probabilistic Approach
2022/07/27 by Guillaume Dalle, Dalle, Guillaume, Léo Baty +5 · 1 voice · 4 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 Forel, Alexandre, Parmentier, Axel, Vidal, Thibaut · 4 citations
#68T37(Primary) #90-10 (Secondary) #FOS: Computer and information sciences #FOS: Mathematics #I.2.8 #Machine Learning (cs.LG) #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
- Optimal Counterfactual Explanations in Tree Ensembles
2021/06/11 by Axel Parmentier, Thibaut Vidal, Parmentier, Axel +1 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Anomaly Detection Techniques and Applications
- Combinatorial Optimization enriched Machine Learning to solve the Dynamic Vehicle Routing Problem with Time Windows
2023/04/03 by Baty, Léo, Jungel, Kai, Klein, Patrick S. +2 · 2 citations
#FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Systems and Control (eess.SY) #electronic engineering #information engineering
- Learning-based Online Optimization for Autonomous Mobility-on-Demand Fleet Control
2023/02/08 by Jungel, Kai, Parmentier, Axel, Schiffer, Maximilian +1 · 2 citations
#FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Optimization and Control (math.OC)
- Future memories are not needed for large classes of POMDPs
2022/05/05 by Cohen, Victor, Parmentier, Axel · 1 citation
#FOS: Mathematics #Optimization and Control (math.OC)
- 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)
- WardropNet: Traffic Flow Predictions via Equilibrium-Augmented Learning
2024/10/09 by Jungel, Kai, Paccagnan, Dario, Parmentier, Axel +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)