| Decision trees: from efficient prediction to responsible AI H Blockeel, L Devos, B Frénay, G Nanfack, S Nijssen Frontiers in artificial intelligence 6, 1124553, 2023 | 81 | 2023 |
| Fast gradient boosting decision trees with bit-level data structures L Devos, W Meert, J Davis Machine Learning and Knowledge Discovery in Databases: European Conference …, 2020 | 21 | 2020 |
| Versatile verification of tree ensembles L Devos, W Meert, J Davis International Conference on Machine Learning, 2654-2664, 2021 | 20 | 2021 |
| Evaluating sports analytics models: Challenges, approaches, and lessons learned J Davis, L Bransen, L Devos, W Meert, P Robberechts, J Van Haaren, ... AI Evaluation Beyond Metrics Workshop at IJCAI 2022 3169, 1-11, 2022 | 15 | 2022 |
| Gradient boosting for quantitative finance J Davis, L Devos, S Reyners, W Schoutens Journal of Computational Finance 24 (4), 1-40, 2021 | 15 | 2021 |
| Methodology and evaluation in sports analytics: challenges, approaches, and lessons learned J Davis, L Bransen, L Devos, A Jaspers, W Meert, P Robberechts, ... Machine Learning 113 (9), 6977-7010, 2024 | 14 | 2024 |
| Verifying tree ensembles by reasoning about potential instances L Devos, W Meert, J Davis Proceedings of the 2021 SIAM International Conference on Data Mining (SDM …, 2021 | 14* | 2021 |
| Detecting evasion attacks in deployed tree ensembles L Devos, L Perini, W Meert, J Davis Joint European conference on machine learning and knowledge discovery in …, 2023 | 11* | 2023 |
| Safety verification of tree-ensemble policies via predicate abstraction C Jain, L Cascioli, L Devos, M Vinzent, M Steinmetz, J Davis, J Hoffmann 27th European Conference on Artificial Intelligence, 19–24 October 2024 …, 2024 | 1 | 2024 |
| Tree ensemble compression for interpretability L Devos, DC Oruç, W Meert, H Blockeel, J Davis Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2024 | 1 | 2024 |
| Robustness verification of multi-class tree ensembles L Devos, L Cascioli, J Davis Proceedings of the AAAI Conference on Artificial Intelligence 38 (19), 21019 …, 2024 | 1 | 2024 |
| Multi-class robustness verification for tree ensembles L Cascioli, L Devos, J Davis Proceedings of the Verifying Learning AI Systems Workshop, 2023 | 1 | 2023 |
| Traffic patterns revealed through matrix functions and map matching L Devos Master thesis, Katholieke Universiteit Leuven, 2018 | 1 | 2018 |
| Faster Repeated Evasion Attacks in Tree Ensembles L Cascioli, L Devos, O Kuzelka, J Davis Advances in Neural Information Processing Systems 37, 24762-24794, 2025 | | 2025 |
| Faster Robustness Verification by Exploiting Repeated Structure in Adversarial Examples L Cascioli, L Devos, J Davis Proceedings of Verifying Learning AI Systems Workshop, 2023 | | 2023 |
| Bitpaths: compressing datasets without decreasing predictive performance L Nuyts, L Devos, W Meert, J Davis Joint European Conference on Machine Learning and Knowledge Discovery in …, 2022 | | 2022 |
| Versatile Verification of Tree Ensembles–Supplement L Devos, W Meert, J Davis VERITAS 10 (15), 20, 0 | | |
Jesse DavisProfessor, Department of Computer Science, KU LeuvenCorreu electrònic verificat a cs.kuleuven.be
