| 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 | 57 | 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 | 20 | 2020 |
| Versatile verification of tree ensembles L Devos, W Meert, J Davis International Conference on Machine Learning, 2654-2664, 2021 | 19 | 2021 |
| 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 |
| Gradient boosting for quantitative finance J Davis, L Devos, S Reyners, W Schoutens Journal of Computational Finance 24 (4), 2020 | 14 | 2020 |
| Evaluating Sports Analytics Models: Challenges, Approaches, and Lessons Learned. J Davis, L Bransen, L Devos, W Meert, P Robberechts, J Van Haaren, ... EBeM@ IJCAI, 2022 | 13 | 2022 |
| 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 | 6* | 2023 |
| 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 | 3 | 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 |
| Tree ensemble compression for interpretability L Devos, W Meert, H Blockeel, J Davis Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 2024 | | 2024 |
| Safety Verification of Tree-Ensemble Policies via Predicate Abstraction C Jain, L Cascioli, L Devos, M Vinzent, M Steinmetz, J Davis, J Hoffmann Proceedings of the ICAPS'24 Workshop on Reliable Data-Driven Planning and …, 2024 | | 2024 |
| Faster Repeated Evasion Attacks in Tree Ensembles L Cascioli, L Devos, O Kuželka, J Davis arXiv preprint arXiv:2402.08586, 2024 | | 2024 |
| 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 LeuvenVahvistettu sähköpostiosoite verkkotunnuksessa cs.kuleuven.be
