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Quentin Cappart

École Polytechnique de Montréal

The BrowserGym Ecosystem for Web Agent Research

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Dec 10, 2024
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Learning Valid Dual Bounds in Constraint Programming: Boosted Lagrangian Decomposition with Self-Supervised Learning

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Aug 22, 2024
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MARCO: A Memory-Augmented Reinforcement Framework for Combinatorial Optimization

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Aug 05, 2024
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WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks

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Jul 07, 2024
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Towards a Generic Representation of Combinatorial Problems for Learning-Based Approaches

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Mar 13, 2024
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WorkArena: How Capable Are Web Agents at Solving Common Knowledge Work Tasks?

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Mar 12, 2024
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Learning Lagrangian Multipliers for the Travelling Salesman Problem

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Dec 22, 2023
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Global Rewards in Multi-Agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems

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Dec 14, 2023
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Training a Deep Q-Learning Agent Inside a Generic Constraint Programming Solver

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Jan 05, 2023
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The Machine Learning for Combinatorial Optimization Competition (ML4CO): Results and Insights

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Mar 17, 2022
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