Yann Pequignot

According to our database, Yann Pequignot authored at least 19 papers between 2015 and 2026.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2026

GRANITE: A Generalized Regional Framework for Identifying Agreement in Feature-Based Explanations.

Julia Herbinger, Gabriel Laberge, Maximilian Muschalik, Yann Pequignot, Marvin N. Wright, Fabian Fumagalli

CoRR, January, 2026

2025

Efficiency vs. Alignment: Investigating Safety and Fairness Risks in Parameter-Efficient Fine-Tuning of LLMs.

Mina Taraghi, Yann Pequignot, Amin Nikanjam, Mohamed Amine Merzouk, Foutse Khomh

CoRR, November, 2025

Robust Fine-Tuning from Non-Robust Pretrained Models: Mitigating Suboptimal Transfer With Adversarial Scheduling.

Jonas Ngnawé, Maxime Heuillet, Sabyasachi Sahoo, Yann Pequignot, Ola Ahmad, Audrey Durand, Frédéric Precioso, Christian Gagné

CoRR, September, 2025

A Guide to Robust Generalization: The Impact of Architecture, Pre-training, and Optimization Strategy.

Maxime Heuillet, Rishika Bhagwatkar, Jonas Ngnawé, Yann Pequignot, Alexandre Larouche, Christian Gagné, Irina Rish, Ola Ahmad, Audrey Durand

CoRR, August, 2025

GROOD: GRadient-Aware Out-of-Distribution Detection.

Mostafa ElAraby, Sabyasachi Sahoo, Yann Pequignot, Paul Novello, Liam Paull

Trans. Mach. Learn. Res., 2025

Towards Collecting Real-Time Vigilance Measures for Adaptive Training in Safety-Critical Domains.

Alexandre Marois, Andra Mahu, Jonay Ramon Alaman, Florian Tambon, Yann Pequignot, Tanya S. Paul, Benoit Ouellette, Philippe Doyon-Poulin

Proceedings of the HCI International 2025 - Late Breaking Papers, 2025

A Layer Selection Approach to Test Time Adaptation.

Sabyasachi Sahoo, Mostafa ElAraby, Jonas Ngnawé, Yann Batiste Pequignot, Frédéric Precioso, Christian Gagné

Proceedings of the Thirty-Ninth AAAI Conference on Artificial Intelligence, 2025

2024

Improving Out-of-Distribution Detection by Combining Existing Post-hoc Methods.

Paul Novello, Yannick Prudent, Joseba Dalmau, Corentin Friedrich, Yann Pequignot

CoRR, 2024

TrackPGD: A White-box Attack using Binary Masks against Robust Transformer Trackers.

Fatemeh Nourilenjan Nokabadi, Yann Batiste Pequignot, Jean-François Lalonde, Christian Gagné

CoRR, 2024

Layerwise Early Stopping for Test Time Adaptation.

Sabyasachi Sahoo, Mostafa ElAraby, Jonas Ngnawé, Yann Pequignot, Frédéric Precioso, Christian Gagné

CoRR, 2024

Detecting Brittle Decisions for Free: Leveraging Margin Consistency in Deep Robust Classifiers.

Jonas Ngnawé, Sabyasachi Sahoo, Yann Pequignot, Frédéric Precioso, Christian Gagné

Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

Tackling the XAI Disagreement Problem with Regional Explanations.

Gabriel Laberge, Yann Batiste Pequignot, Mario Marchand, Foutse Khomh

Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2023

Partial Order in Chaos: Consensus on Feature Attributions in the Rashomon Set.

Gabriel Laberge, Yann Pequignot, Alexandre Mathieu, Foutse Khomh, Mario Marchand

J. Mach. Learn. Res., 2023

GROOD: GRadient-aware Out-Of-Distribution detection in interpolated manifolds.

Mostafa ElAraby, Sabyasachi Sahoo, Yann Pequignot, Paul Novello, Liam Paull

CoRR, 2023

2022

Understanding Interventional TreeSHAP : How and Why it Works.

Gabriel Laberge, Yann Pequignot

CoRR, 2022

How to certify machine learning based safety-critical systems? A systematic literature review.

Florian Tambon, Gabriel Laberge, Le An, Amin Nikanjam, Paulina Stevia Nouwou Mindom, Yann Pequignot, Foutse Khomh, Giulio Antoniol, Ettore Merlo, François Laviolette

Autom. Softw. Eng., 2022

2021

Partial order: Finding Consensus among Uncertain Feature Attributions.

Gabriel Laberge, Yann Pequignot, Foutse Khomh, Mario Marchand, Alexandre Mathieu

CoRR, 2021

2020

Implicit Variational Inference: the Parameter and the Predictor Space.

Yann Pequignot, Mathieu Alain, Patrick Dallaire, Alireza Yeganehparast, Pascal Germain, Josée Desharnais, François Laviolette

CoRR, 2020

2015

A Wadge hierarchy for second countable spaces.

Yann Pequignot

Arch. Math. Log., 2015