Publications

41 entries « 1 of 3 »
1.

Rida, Adam; Lesot, Marie-Jeanne; Renard, Xavier; Marsala, Christophe

Dynamic Interpretability for Model Comparison via Decision Rules Conference

2023 ECML PKDD Workshop on Explainable Artificial Intelligence From Static to Dynamic (DynXAI), 2023.

BibTeX | Tags: Explainability & Interpretability

2.

Thibault Laugel Adulam Jeyasothy, Marie-Jeanne Lesot

A general framework for personalising post hoc explanations through user knowledge integration Journal Article

In: International Journal of Approximate Reasoning, vol. 160, 2023.

Links | BibTeX | Tags: Explainability & Interpretability

3.

Adulam Jeyasothy Thibault Laugel, Marie-Jeanne Lesot

Achieving Diversity in Counterfactual Explanations: a Review and Discussion Conference

Proceedings of the 2023 ACM Conference on Fairness, Accountability, and Transparency, 2023.

Links | BibTeX | Tags: Explainability & Interpretability

4.

Bove, Clara; Lesot, Marie-Jeanne; Tijus, Charles; Detyniecki, Marcin

Investigating the Intelligibility of Plural Counterfactual Examples for Non-Expert Users, an Explanation User Interface Proposition and User Study Conference

Proceedings of the 28th International Conference on Intelligent User Interfaces, IUI'23, 2023.

BibTeX | Tags: Explainability & Interpretability

5.

Krco, Natasa; Laugel, Thibault; Loubes, Jean-Michel; Detyniecki, Marcin

When Mitigating Bias is Unfair: A Comprehensive Study on the Impact of Bias Mitigation Algorithms Journal Article

In: arXiv preprint arXiv:2302.07185, 2023.

BibTeX | Tags: Explainability & Interpretability, Fairness

6.

Rychener, Yves; Renard, Xavier; Seddah, Djamé; Frossard, Pascal; Detyniecki, Marcin

On the Granularity of Explanations in Model Agnostic NLP Interpretability Journal Article

In: 2022 ECML-PKDD International Workshop on eXplainable Knowledge Discovery in Data Mining (XKDD), 2022.

Abstract | Links | BibTeX | Tags: Explainability & Interpretability

7.

Grari, Vincent; Lamprier, Sylvain; Detyniecki, Marcin

Fairness without the sensitive attribute via Causal Variational Autoencoder Proceedings Article

In: 2022.

Abstract | BibTeX | Tags: Fairness

8.

Grari, Vincent; Lamprier, Sylvain; Detyniecki, Marcin

Adversarial learning for counterfactual fairness Journal Article

In: Machine Learning, 2022.

Links | BibTeX | Tags: Fairness

9.

Vincent, Grari; Arthur, Charpentier; Sylvain, Lamprier; Marcin, Detyniecki

A fair pricing model via adversarial learning Journal Article

In: arXiv preprint arXiv:2202.12008, 2022.

BibTeX | Tags: Fairness

10.

Bove, Clara; Aigrain, Jonathan; Lesot, Marie-Jeanne; Tijus, Charles; Detyniecki, Marcin

Contextualising local explanations for non-expert users: an XAI pricing interface for insurance Journal Article

In: Proceedings of the International Conference of Intelligent User Interface, IUI 2022, 2022.

BibTeX | Tags: Human-Computer Interface & HCXAI

11.

Jeyasothy, Adulam; Laugel, Thibault; Lesot, Marie-Jeanne; Marsala, Christophe; Detyniecki, Marcin

Integrating Prior Knowledge in Post-hoc Explanations Proceedings Article

In: Information Processing and Management of Uncertainty in Knowledge-Based Systems: 19th International Conference, IPMU 2022, Milan, Italy, July 11--15, 2022, Proceedings, Part II, pp. 707–719, Springer 2022.

BibTeX | Tags: Explainability & Interpretability

12.

Laugel, Thibault; Renard, Xavier; Detyniecki, Marcin

Explaining Local Discrepancies between Image Classification Models Journal Article

In: CVPR Explainable AI for Computer Vision Workshop (XAI4CV 2022), 2022.

BibTeX | Tags: Explainability & Interpretability

13.

Poyiadzi, Rafael; Renard, Xavier; Laugel, Thibault; Santos-Rodriguez, Raul; Detyniecki, Marcin

Understanding surrogate explanations: the interplay between complexity, fidelity and coverage Journal Article

In: arXiv preprint arXiv:2107.04309, 2021.

Abstract | Links | BibTeX | Tags: Explainability & Interpretability

14.

Vermeire, Tom; Laugel, Thibault; Renard, Xavier; Martens, David; Detyniecki, Marcin

How to choose an Explainability Method? Towards a Methodical Implementation of XAI in Practice Journal Article

In: ECML PKDD International Workshop on eXplainable Knowledge Discovery in Data Mining (ECML XKDD 2021), 2021.

Abstract | Links | BibTeX | Tags: Explainability & Interpretability

15.

Poyiadzi, Rafael; Renard, Xavier; Laugel, Thibault; Santos-Rodriguez, Raul; Detyniecki, Marcin

On the overlooked issue of defining explanation objectives for local-surrogate explainers Journal Article

In: International Conference on Machine Learning (ICML) Workshop on Theoretic Foundation, Criticism, and Application Trend of Explainable AI, 2021.

Abstract | Links | BibTeX | Tags: Explainability & Interpretability

16.

Renard, Xavier; Laugel, Thibault; Detyniecki, Marcin

Understanding Prediction Discrepancies in Machine Learning Classifiers Journal Article

In: arXiv preprint arXiv:2104.05467, 2021.

Abstract | Links | BibTeX | Tags: Explainability & Interpretability

17.

Grari, Vincent; Lamprier, Sylvain; Detyniecki, Marcin

Fairness-aware neural Rényi minimization for continuous features Proceedings Article

In: Proceedings of the Twenty-Ninth International Conference on International Joint Conferences on Artificial Intelligence, pp. 2262–2268, 2021.

BibTeX | Tags: Fairness

18.

Grari, Vincent; Hajouji, Oualid El; Lamprier, Sylvain; Detyniecki, Marcin

Enforcing Individual Fairness via Rényi Variational Inference Proceedings Article

In: International Conference on Neural Information Processing, pp. 608–616, Springer 2021.

BibTeX | Tags: Fairness

19.

Ruf, Boris; Detyniecki, Marcin

Explaining how your AI system is fair Journal Article

In: arXiv preprint arXiv:2105.00667, 2021.

BibTeX | Tags: Fairness

20.

Grari, Vincent; Hajouji, Oualid El; Lamprier, Sylvain; Detyniecki, Marcin

Learning Unbiased Representations via Rényi Minimization Proceedings Article

In: Joint European Conference on Machine Learning and Knowledge Discovery in Databases, pp. 749–764, Springer 2021.

BibTeX | Tags: Fairness

41 entries « 1 of 3 »