Yann Pequignot

Publications

Article dans une revue (2)

Partial Order in Chaos: Consensus on Feature Attributions in the Rashomon Set Gabriel Laberge,Yann Pequignot,Alexandre Mathieu,Foutse Khomh,Mario Marchand Journal of Machine Learning Research, 2023, 24 Article dans une revue hal-04232199v3
How to certify machine learning based safety-critical systems? A systematic literature review Florian Tambon,Gabriel Laberge,Le An,Amin Nikanjam,Paulina Stevia Nouwou Mindomet al. Automated Software Engineering, 2022, 29 (2), pp.38. ⟨10.1007/s10515-022-00337-x⟩ Article dans une revue hal-04194063v1

Communication dans un congrès (2)

Robust Fine-Tuning from Non-Robust Pretrained Models: Mitigating Suboptimal Transfer With Epsilon-Scheduling Jonas Ngnawé,Maxime Heuillet,Sabyasachi Sahoo,Yann Pequignot,Frédéric Preciosoet al. NeurIPS 2025 Workshop Reliable ML, Dec 2025, San Diego, United States Communication dans un congrès hal-05466429v1
Detecting Brittle Decisions for Free: Leveraging Margin Consistency in Deep Robust Classifiers Jonas Ngnawé,Sabyasachi Sahoo,Yann Pequignot,Frédéric Precioso,Christian Gagné NeurIPS 2024 - Thirty-eighth Annual Conference on Neural Information Processing Systems, Dec 2024, Vancouver (CA), Canada Communication dans un congrès hal-04768240v1

Pré-publication, Document de travail (2)

Understanding Interventional TreeSHAP : How and Why it Works Gabriel Laberge,Yann Batiste Pequignot 2023 Pré-publication, Document de travail hal-04232220v1
Out-of-distribution detection for regression tasks: parameter versus predictor entropy Yann Pequignot,Mathieu Alain,Patrick Dallaire,Alireza Yeganehparast,Pascal Germainet al. 2023 Pré-publication, Document de travail hal-04204206v1