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2020 – today
- 2024
[c2]Gabriel Laberge, Yann Batiste Pequignot, Mario Marchand, Foutse Khomh:
Tackling the XAI Disagreement Problem with Regional Explanations. AISTATS 2024: 2017-2025- [c1]Jonas Ngnawé, Sabyasachi Sahoo, Yann Pequignot, Frédéric Precioso, Christian Gagné:
Detecting Brittle Decisions for Free: Leveraging Margin Consistency in Deep Robust Classifiers. NeurIPS 2024 - [i9]Sabyasachi Sahoo, Mostafa ElAraby, Jonas Ngnawé, Yann Pequignot
, Frédéric Precioso, Christian Gagné:
Layerwise Early Stopping for Test Time Adaptation. CoRR abs/2404.03784 (2024) - [i8]Jonas Ngnawé, Sabyasachi Sahoo, Yann Pequignot, Frédéric Precioso, Christian Gagné:
Detecting Brittle Decisions for Free: Leveraging Margin Consistency in Deep Robust Classifiers. CoRR abs/2406.18451 (2024) - [i7]Fatemeh Nourilenjan Nokabadi, Yann Batiste Pequignot, Jean-François Lalonde, Christian Gagné:
TrackPGD: A White-box Attack using Binary Masks against Robust Transformer Trackers. CoRR abs/2407.03946 (2024) - [i6]Paul Novello, Yannick Prudent, Joseba Dalmau, Corentin Friedrich, Yann Pequignot:
Improving Out-of-Distribution Detection by Combining Existing Post-hoc Methods. CoRR abs/2407.07135 (2024) - 2023
- [j3]Gabriel Laberge, Yann Pequignot, Alexandre Mathieu, Foutse Khomh, Mario Marchand:
Partial Order in Chaos: Consensus on Feature Attributions in the Rashomon Set. J. Mach. Learn. Res. 24: 364:1-364:50 (2023) - [i5]Mostafa ElAraby, Sabyasachi Sahoo, Yann Pequignot, Paul Novello, Liam Paull:
GROOD: GRadient-aware Out-Of-Distribution detection in interpolated manifolds. CoRR abs/2312.14427 (2023) - 2022
- [j2]Florian Tambon, Gabriel Laberge, Le An, Amin Nikanjam, Paulina Stevia Nouwou Mindom, Yann Pequignot, Foutse Khomh, Giulio Antoniol, Ettore Merlo, François Laviolette:
How to certify machine learning based safety-critical systems? A systematic literature review. Autom. Softw. Eng. 29(2): 38 (2022) - [i4]Gabriel Laberge, Yann Pequignot:
Understanding Interventional TreeSHAP : How and Why it Works. CoRR abs/2209.15123 (2022) - 2021
- [i3]Florian Tambon, Gabriel Laberge, Le An, Amin Nikanjam, Paulina Stevia Nouwou Mindom, Yann Pequignot, Foutse Khomh, Giulio Antoniol, Ettore Merlo, François Laviolette:
How to Certify Machine Learning Based Safety-critical Systems? A Systematic Literature Review. CoRR abs/2107.12045 (2021) - [i2]Gabriel Laberge, Yann Pequignot, Foutse Khomh, Mario Marchand, Alexandre Mathieu:
Partial order: Finding Consensus among Uncertain Feature Attributions. CoRR abs/2110.13369 (2021) - 2020
- [i1]Yann Pequignot, Mathieu Alain, Patrick Dallaire, Alireza Yeganehparast, Pascal Germain, Josée Desharnais, François Laviolette:
Implicit Variational Inference: the Parameter and the Predictor Space. CoRR abs/2010.12995 (2020)
2010 – 2019
- 2015
- [j1]Yann Pequignot:
A Wadge hierarchy for second countable spaces. Arch. Math. Log. 54(5-6): 659-683 (2015)
Coauthor Index
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