Versatile verification of tree ensembles L Devos, W Meert, J Davis International Conference on Machine Learning, 2654-2664, 2021 | 12 | 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 | 11 | 2022 |
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 | 10 | 2020 |
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 | 7* | 2021 |
Gradient boosting for quantitative finance J Davis, L Devos, S Reyners, W Schoutens Journal of Computational Finance 24 (4), 2020 | 7 | 2020 |
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 | 1* | 2023 |
Decision trees: from efficient prediction to responsible AI H Blockeel, L Devos, B Frénay, G Nanfack, S Nijssen Frontiers in Artificial Intelligence 6, 2023 | 1 | 2023 |
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 |
Multi-class Robustness Verification for Tree Ensembles L Cascioli, L Devos, J Davis Proceedings of the 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 | | |