Robustmix: Improving Robustness by Regularizing the Frequency Bias of Deep Nets. - Jonas Ngnawé; Marianne Abemgnigni Njifon; Jonathan Heek; Yann N. Dauphin (CoRR, 2023)

Detecting Brittle Decisions for Free: Leveraging Margin Consistency in Deep Robust Classifiers. - Jonas Ngnawé; Sabyasachi Sahoo; Yann Pequignot; Frédéric Precioso; Christian Gagné 001 (NeurIPS, 2024)

Layerwise Early Stopping for Test Time Adaptation. - Sabyasachi Sahoo; Mostafa ElAraby; Jonas Ngnawé; Yann Pequignot; Frédéric Precioso; Christian Gagné 001 (CoRR, 2024)

A Layer Selection Approach to Test Time Adaptation. - Sabyasachi Sahoo; Mostafa ElAraby; Jonas Ngnawé; Yann Batiste Pequignot; Frédéric Precioso; Christian Gagné 001 (AAAI, 2025)