V. Ballet, †. Xavier, J. Aigrain, Th. Laugel, P. Frossard, M. Detyniecki : “Imperceptible Adversarial Attacks on Tabular Data”, NeurIPS 2019 Workshop on Robust AI in Financial Services: Data, Fairness, Explainability, Trustworthiness and Privacy (Robust AI in FS 2019), Vancouver, Canada [Ballet 2019]
G. Coletti, B. Bouchon‑Meunier : “Fuzzy Similarity Measures and Measurement Theory”, IEEE International Conference on Fuzzy Systems 2019 (FUZZ-IEEE 2019), New Orleans, United States [Coletti 2019b]
I. Doboszewski, S. Fossier, Ch. Marsala : “Data Driven Detection of Railway Point Machines Failures”, IEEE Symposium Series on Computational Intelligence (SSCI) - Computational Intelligence in Vehicles and Transportation Systems (CIVTS), Xiamen, China, pp. 1233-1240 [Doboszewski 2019]
Th. Laugel, M.‑J. Lesot, Ch. Marsala, X. Renard, M. Detyniecki : “The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations”, Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence, {IJCAI-19}, Macao, Macao, pp. 2801-2807, (International Joint Conferences on Artificial Intelligence Organization) [Laugel 2019b]
Th. Laugel, M.‑J. Lesot, Ch. Marsala, X. Renard, M. Detyniecki : “Unjustified Classification Regions and Counterfactual Explanations In Machine Learning”, Machine Learning and Knowledge Discovery in Databases. ECML PKDD 2019. Lecture Notes in Computer Science, vol 11907, vol. 11907 (II), Lecture Notes in Computer Science, Würzburg, Germany, pp. 37-54 [Laugel 2019c]
M. Lenart, A. Bielecki, M.‑J. Lesot, T. Petrisor, A. Revault D'Allonnes : “Trust Dynamics: A Case-study on Railway Sensors”, SENSORNETS 2019 - 8th International Conference on Sensor Networks, Prague, Czechia [Lenart 2019]
Ch. Marsala, B. Bouchon‑Meunier : “Entropies et ensembles flous intuitionnistes”, LFA 2019 - Rencontres francophones sur la Logique Floue et ses Applications, Alès, France, pp. 143-148, (Cépaduès) [Marsala 2019]