Cappart, Quentin

1. WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?
   2024/03/12 by Drouin, Alexandre, Gasse, Maxime, Caccia, Massimo +9 · 68 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. The BrowserGym Ecosystem for Web Agent Research
   2024/12/06 by Thibault Le Sellier De Chezelles, Maxime Gasse, De Chezelles, Thibault Le Sellier +37 · 46 citations
   Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Peer-to-Peer Network Technologies #Scientific Computing and Data Management #Software Engineering (cs.SE)
3. The Machine Learning for Combinatorial Optimization Competition (ML4CO):\n Results and Insights
   2022/03/04 by Maxime Gasse, Quentin Cappart, Gasse, Maxime +81 · 11 citations
   Engineering · #Optimization and Packing Problems #Vehicle Routing Optimization Methods #Maritime Ports and Logistics
4. WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks
   2024/07/07 by Léo Boisvert, Megh Thakkar, Boisvert, Léo +15 · 19 citations
   Business, Management and Accounting · Computer Science · #Business Process Modeling and Analysis #Semantic Web and Ontologies #Service-Oriented Architecture and Web Services
5. SeaPearl: A Constraint Programming Solver guided by Reinforcement\n Learning
   2021/02/18 by Félix Chalumeau, Chalumeau, Félix, Ilan Coulon +5 · 1 voice · 2 citations
   Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Scheduling and Optimization Algorithms #Vehicle Routing Optimization Methods #cs.AI #cs.LG
6. Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization
   2020/06/02 by Quentin Cappart, Thierry Moisan, Cappart, Quentin +7 · 7 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. DoomArena: A framework for Testing AI Agents Against Evolving Security Threats
   2025/04/18 by Léo Boisvert, Leo Boisvert, Mihir Bansal +22 · 1 voice · 14 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Advanced Malware Detection Techniques #Network Security and Intrusion Detection
8. Global Rewards in Multi-Agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems
   2023/12/14 by Heiko Hoppe, Tobias Enders, Hoppe, Heiko +5 · 5 citations
   Engineering · Social Sciences · #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Multiagent Systems (cs.MA) #Systems and Control (eess.SY) #Traffic control and management #Transportation Planning and Optimization #Transportation and Mobility Innovations #electronic engineering #information engineering
9. Improving Optimization Bounds using Machine Learning: Decision Diagrams meet Deep Reinforcement Learning
   2018/09/10 by Cappart, Quentin, Goutierre, Emmanuel, Bergman, David +1 · 1 citation
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences
10. Towards a Generic Representation of Combinatorial Problems for Learning-Based Approaches
    2024/03/09 by Léo Boisvert, Hélène Verhaeghe, Boisvert, Léo +3 · 1 citation
    Psychology · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Innovative Teaching and Learning Methods #Machine Learning (cs.LG)