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publications
WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?
Published in ICLR 2024 Workshop on LLM Agents, 2024
ICLR 2024 Workshop on Large Language Model (LLM) Agents.
Recommended citation: Alexandre Drouin, Maxime Gasse, Massimo Caccia, Issam H. Laradji, Manuel Del Verme, Tom Marty, Léo Boisvert, Megh Thakkar, Quentin Cappart, David Vazquez, Nicolas Chapados, Alexandre Lacoste, "WorkArena: How Capable are Web Agents at Solving Common Knowledge Work Tasks?" ICLR 2024 Workshop on Large Language Model (LLM) Agents.
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Towards a Generic Representation of Combinatorial Problems for Learning-Based Approaches
Published in CPAIOR 2024, 2024
Integration of AI and OR Techniques in Constraint Programming (CPAIOR 2024).
Recommended citation: Léo Boisvert, Hélène Verhaeghe, Quentin Cappart. “Towards a Generic Representation of Combinatorial Problems for Learning-Based Approaches.” CPAIOR 2024.
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Fine-Tuning Web Agents: It Works, But It’s Trickier Than You Think
Published in NeurIPS 2024 Workshop on Open-World Agents, 2024
NeurIPS 2024 Workshop on Open-World Agents.
Recommended citation: Massimo Caccia, Megh Thakkar, Léo Boisvert, Thibault Le Sellier de Chezelles, Alexandre Piché, Nicolas Chapados, Alexandre Drouin, Maxime Gasse, Alexandre Lacoste. "Fine-Tuning Web Agents: It Works, But Its Trickier Than You Think." NeurIPS 2024 Workshop on Open-World Agents, 2024.
AgentMerge: Enhancing Generalization in Fine-Tuned LLM Agents
Published in NeurIPS 2024 Workshop on Adaptive Foundation Models, 2024
Presented at NeurIPS 2024 Workshop on Adaptive Foundation Models.
Recommended citation: Megh Thakkar, Léo Boisvert, Thibault Le Sellier De Chezelles, Alexandre Piché, Maxime Gasse, Massimo Caccia, Alexandre Lacoste. "AgentMerge: Enhancing Generalization in Fine-Tuned LLM Agents." NeurIPS 2024 Workshop on Adaptive Foundation Models, 2024.
WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks
Published in NeurIPS 2024, 2024
Accepted at NeurIPS 2024 (Advances in Neural Information Processing Systems, 38).
Recommended citation: Léo Boisvert, Megh Thakkar, Maxime Gasse, Massimo Caccia, Thibault Le Sellier De Chezelles, Quentin Cappart, Nicolas Chapados, Alexandre Lacoste et Alexandre Drouin. "WorkArena++: Towards Compositional Planning and Reasoning-based Common Knowledge Work Tasks." Advances in Neural Information Processing Systems, 38, 2024.
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talks
Data science for underground mining
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teaching
Teaching assistant - INF 6102 Metaheuristics
TA, Polytechnique Montréal, Department of Computer Engineering, 2023
I was a teaching assistant for the course INF 6102, a graduate-level course on metaheuristics. This was my first teaching experience, allowing me to develop my pedagogical skills and ability to explain advanced material.