Devos, Laurens

7 publications

ICML 2025 Compressing Tree Ensembles Through Level-Wise Optimization and Pruning Laurens Devos, Timo Martens, Deniz Can Oruc, Wannes Meert, Hendrik Blockeel, Jesse Davis

NeurIPS 2024 Faster Repeated Evasion Attacks in Tree Ensembles Lorenzo Cascioli, Laurens Devos, Ondrej Kuzelka, Jesse Davis

MLJ 2024 Methodology and Evaluation in Sports Analytics: Challenges, Approaches, and Lessons Learned Jesse Davis, Lotte Bransen, Laurens Devos, Arne Jaspers, Wannes Meert, Pieter Robberechts, Jan Van Haaren, Maaike Van Roy

AAAI 2024 Robustness Verification of Multi-Class Tree Ensembles Laurens Devos, Lorenzo Cascioli, Jesse Davis

ECML-PKDD 2023 Detecting Evasion Attacks in Deployed Tree Ensembles Laurens Devos, Lorenzo Perini, Wannes Meert, Jesse Davis

ICML 2021 Versatile Verification of Tree Ensembles Laurens Devos, Wannes Meert, Jesse Davis

ECML-PKDD 2019 Fast Gradient Boosting Decision Trees with Bit-Level Data Structures Laurens Devos, Wannes Meert, Jesse Davis