| The dangers of post-hoc interpretability: Unjustified counterfactual explanations T Laugel, MJ Lesot, C Marsala, X Renard, M Detyniecki IJCAI'19: Proceedings of the 28th International Joint Conference on …, 2019 | 210 | 2019 |
| Comparison-based inverse classification for interpretability in machine learning T Laugel, MJ Lesot, C Marsala, X Renard, M Detyniecki Information Processing and Management of Uncertainty in Knowledge-Based …, 2018 | 210* | 2018 |
| Defining locality for surrogates in post-hoc interpretablity T Laugel, X Renard, MJ Lesot, C Marsala, M Detyniecki ICML 2018 Workshops: ICLM 2018 Workshop on Human Interpretability in Machine …, 2018 | 107 | 2018 |
| Imperceptible adversarial attacks on tabular data V Ballet, X Renard, J Aigrain, T Laugel, P Frossard, M Detyniecki NeurIPS 2019 Workshops: NeurIPS 2019 Workshop on Robust AI in Financial …, 2019 | 94 | 2019 |
| Issues with post-hoc counterfactual explanations: a discussion T Laugel, MJ Lesot, C Marsala, M Detyniecki ICML 2019 Workshops: ICML 2019 Workshop on Human In the Loop Learning (HILL), 2019 | 49 | 2019 |
| Unjustified classification regions and counterfactual explanations in machine learning T Laugel, MJ Lesot, C Marsala, X Renard, M Detyniecki Machine Learning and Knowledge Discovery in Databases: European Conference …, 2020 | 29 | 2020 |
| How to choose an explainability method? towards a methodical implementation of xai in practice T Vermeire, T Laugel, X Renard, D Martens, M Detyniecki Joint European Conference on Machine Learning and Knowledge Discovery in …, 2021 | 13 | 2021 |
| Understanding prediction discrepancies in machine learning classifiers X Renard, T Laugel, M Detyniecki arXiv preprint arXiv:2104.05467, 2021 | 10 | 2021 |
| Detecting potential local adversarial examples for human-interpretable defense X Renard, T Laugel, MJ Lesot, C Marsala, M Detyniecki ECML PKDD 2018 Workshops: Nemesis 2018, UrbReas 2018, SoGood 2018, IWAISe …, 2019 | 10 | 2019 |
| When Mitigating Bias is Unfair: A Comprehensive Study on the Impact of Bias Mitigation Algorithms T Laugel, N Krco, JM Loubes, M Detyniecki arXiv preprint arXiv:2302.07185, 2023 | 8 | 2023 |
| On the overlooked issue of defining explanation objectives for local-surrogate explainers R Poyiadzi, X Renard, T Laugel, R Santos-Rodriguez, M Detyniecki arXiv preprint arXiv:2106.05810, 2021 | 7 | 2021 |
| Achieving diversity in counterfactual explanations: a review and discussion T Laugel, A Jeyasothy, MJ Lesot, C Marsala, M Detyniecki Proceedings of the 2023 ACM Conference on Fairness, Accountability, and …, 2023 | 6 | 2023 |
| Understanding surrogate explanations: the interplay between complexity, fidelity and coverage R Poyiadzi, X Renard, T Laugel, R Santos-Rodriguez, M Detyniecki arXiv preprint arXiv:2107.04309, 2021 | 6 | 2021 |
| Integrating prior knowledge in post-hoc explanations A Jeyasothy, T Laugel, MJ Lesot, C Marsala, M Detyniecki International Conference on Information Processing and Management of …, 2022 | 5 | 2022 |
| A general framework for personalising post hoc explanations through user knowledge integration A Jeyasothy, T Laugel, MJ Lesot, C Marsala, M Detyniecki International Journal of Approximate Reasoning 160, 108944, 2023 | 2 | 2023 |
| Local post-hoc interpretability for black-box classifiers T Laugel Sorbonne Université, 2020 | 2 | 2020 |
| On the Fairness ROAD: Robust Optimization for Adversarial Debiasing V Grari, T Laugel, T Hashimoto, S Lamprier, M Detyniecki The Twelfth International Conference on Learning Representations, 2024 | | 2024 |
| Intégration de connaissances en XAI avec les intégrales de Gödel A Jeyasothy, A Rico, MJ Lesot, C Marsala, T Laugel Rencontres Francophones sur la Logique Floue et ses Applications (LFA), 2023 | | 2023 |
| Intégration de connaissances dans les méthodes d'explications post-hoc A Jeyasothy, T Laugel, MJ Lesot, C Marsala, M Detyniecki Rencontres francophones sur la logique floue et ses applications, 2023 | | 2023 |
| Knowledge Integration in XAI with Gödel Integrals A Jeyasothy, A Rico, MJ Lesot, C Marsala, T Laugel 2023 IEEE International Conference on Fuzzy Systems (FUZZ), 1-6, 2023 | | 2023 |
Marcin Detyniecki, Ph.D.Head of R&D, @AXA + Associate researcher, @Sorbonne_Université, @CNRS, @Polish_Academy_of_ScienceVerified email at axa.com
