2025

Conference papers

Mingyu Hao, Dillon Z Chen, Felipe Trevizan, Sylvie Thiébaux. Effective Data Generation and Feature Selection in Learning for Planning. European Conference on Artificial Intelligence (ECAI-25), Oct 2025, Bologna, Italy. ⟨hal-05226780⟩

Hugo Barral, Quentin Cappart, Marie-José Huguet, Sylvie Thiébaux. Convergence accélérée de la Décomposition Lagrangienne pour la Planification Automatique. Journées Francophones de Programmation par Contraintes, Jun 2025, Dijon, France. ⟨hal-05426826⟩

Tim Luchterhand, Emmanuel Hebrard, Sylvie Thiébaux. Understanding the Impact of Value Selection Heuristics in Scheduling Problems. International Conference on Principles and Practice of Constraint Programming (CP-25), Aug 2025, Glasgow, United Kingdom. ⟨10.4230/LIPIcs.CP.2025.27⟩. ⟨hal-05226755⟩

Yingbin Bai, Sylvie Thiébaux, Felipe Trevizan. Learning Efficiency Meets Symmetry Breaking. International Conference on Automated Planning and Scheduling (ICAPS-25), Nov 2025, Melbourne, Australia. ⟨hal-05226738⟩

2024

Conference papers

Dillon Z Chen, Sylvie Thiébaux, Felipe Trevizan. Learning Domain-Independent Heuristics for Grounded and Lifted Planning. 38th AAAI Conference on Artificial Intellifence (AAAI 2024), Association for the Advancement of Artificial Intelligence, Feb 2024, Vancouver, Canada. pp.20078-20086, ⟨10.1609/AAAI.V38I18.29986⟩. ⟨hal-04561847⟩

Jayanta Mandi, Marco Foschini, Daniel Höller, Sylvie Thiébaux, Jörg Hoffmann, et al.. Decision-Focused Learning to Predict Action Costs for Planning. Proceedings of the European Conference on Artificial Intelligence (ECAI-24), Oct 2024, Santiago de Compostela, Spain. pp.4060-4067, ⟨10.3233/faia240975⟩. ⟨hal-04912225⟩

Dillon Z Chen, Sylvie Thiébaux. Graph Learning for Numeric Planning. Annual Conference on Neural Information Processing Systems (NeurIPS-24), Dec 2024, Vancouver (BC), Canada. ⟨hal-04919158⟩

Kai Xi, Stephen Gould, Sylvie Thiébaux. Neuro-Symbolic Learning of Lifted Action Models from Visual Traces. International Conference on Automated Planning and Scheduling (ICAPS-24), Jun 2024, Banff, Canada. pp.653-662. ⟨hal-04561851⟩

Ryan Xiao Wang, Sylvie Thiébaux. Learning Generalised Policies for Numeric Planning. Proceedings of the International Conference on Automated Planning and Scheduling (ICAPS-24), Jun 2024, Banff, Canada. pp.633-642. ⟨hal-04561857⟩

Marcel Steinmetz, Sylvie Thiébaux, Daniel Höller, Florent Teichteil-Königsbuch. Explaining the Space of SSP Policies via Policy-Property Dependencies: Complexity, Algorithms, and Relation to Multi-Objective Planning. Proceedings of the International Conference on Automated Planning and Scheduling (ICAPS-24), Jun 2024, Banff, Canada. pp.555-564. ⟨hal-04561864⟩

Dillon Z Chen, Sylvie Thiébaux. Novelty Heuristics, Multi-Queue Search, and Portfolios for Numeric Planning. International Symposium on Combinatorial Search (SoCS-24), Jun 2024, Kananaskis, Canada. pp.203-207, ⟨10.1609/socs.v17i1.31559⟩. ⟨hal-04561880⟩

Dillon Z Chen, Felipe Trevizan, Sylvie Thiébaux. Return to Tradition: Learning Reliable Heuristics with Classical Machine Learning. International Conference on Automated Planning and Scheduling (ICAPS 2024), Jun 2024, Banff, Canada. ⟨hal-04561875⟩

@softwareversion

Marcel Steinmetz, Sylvie Thiebaux, Daniel Höller, Florent Teichteil-Königsbuch. Code and Benchmarks for the ICAPS24 paper: Explaining the Space of SSP Policies via Policy-Property Dependencies: Complexity, Algorithms, and Relation to Multi-Objective Planning. 2024. ⟨hal-04703836⟩

2023

Conference papers

Mingyu Hao, Felipe Trevizan, Sylvie Thiébaux, Patrick Ferber, Jörg Hoffmann. Guiding GBFS through Learned Pairwise Rankings. Thirty-Third International Joint Conference on Artificial Intelligence {IJCAI-24}, Aug 2024, Jeju, South Korea. pp.6724-6732, ⟨10.24963/ijcai.2024/743⟩. ⟨hal-04914771⟩

Renee Selvey, Alban Grastien, Sylvie Thiébaux. Formal Explanations of Neural Network Policies for Planning. Thirty-Second International Joint Conference on Artificial Intelligence {IJCAI-23}, Aug 2023, Macau, Macau SAR China. pp.5446-5456, ⟨10.24963/ijcai.2023/605⟩. ⟨hal-04241579⟩

Dillon Z Chen, Felipe Trevizan, Sylvie Thiébaux. Heuristic Search for Multi-Objective Probabilistic Planning. AAAI Conference on Artificial Intelligence, AAAI, Feb 2023, Washington DC, United States. ⟨hal-04019253⟩

Florent Teichteil-Königsbuch, Guillaume Povéda, Guillermo González de Garibay Barba, Tim Luchterhand, Sylvie Thiébaux. Fast and Robust Resource-Constrained Scheduling with Graph Neural Networks. 33rd International Conference on Automated Planning and Scheduling (ICAPS), Jul 2023, Prague, Czech Republic. ⟨hal-04141504⟩