Interpretable counterfactual explanations guided by prototypes A Van Looveren, J Klaise Joint European Conference on Machine Learning and Knowledge Discovery in …, 2021 | 502 | 2021 |
Phosphate separation and recovery from wastewater by novel electrodialysis Y Zhang, E Desmidt, A Van Looveren, L Pinoy, B Meesschaert, ... Environmental science & technology 47 (11), 5888-5895, 2013 | 261 | 2013 |
Alibi explain: Algorithms for explaining machine learning models J Klaise, A Van Looveren, G Vacanti, A Coca Journal of Machine Learning Research 22 (181), 1-7, 2021 | 216* | 2021 |
Monitoring and explainability of models in production J Klaise, A Van Looveren, C Cox, G Vacanti, A Coca arXiv preprint arXiv:2007.06299, 2020 | 67 | 2020 |
Alibi detect: Algorithms for outlier, adversarial and drift detection A Van Looveren, J Klaise, G Vacanti, O Cobb, A Scillitoe, R Samoilescu, ... Github, 2019 | 62* | 2019 |
Conditional generative models for counterfactual explanations A Van Looveren, J Klaise, G Vacanti, O Cobb arXiv preprint arXiv:2101.10123, 2021 | 34 | 2021 |
Context-aware drift detection O Cobb, A Van Looveren International conference on machine learning, 4087-4111, 2022 | 28 | 2022 |
Model-agnostic and scalable counterfactual explanations via reinforcement learning RF Samoilescu, A Van Looveren, J Klaise arXiv preprint arXiv:2106.02597, 2021 | 23 | 2021 |
Adversarial detection and correction by matching prediction distributions G Vacanti, A Van Looveren arXiv preprint arXiv:2002.09364, 2020 | 18 | 2020 |
Desiderata for next generation of ML model serving S Akoush, A Paleyes, A Van Looveren, C Cox arXiv preprint arXiv:2210.14665, 2022 | 9 | 2022 |
Sequential multivariate change detection with calibrated and memoryless false detection rates O Cobb, A Van Looveren, J Klaise International Conference on Artificial Intelligence and Statistics, 226-239, 2022 | 8 | 2022 |
Towards Practicable Sequential Shift Detectors O Cobb, A Van Looveren arXiv preprint arXiv:2307.14758, 2023 | | 2023 |