Mathis, Mackenzie W

4 publications

ICLR 2025 Adversarially Robust Out-of-Distribution Detection Using Lyapunov-Stabilized Embeddings Hossein Mirzaei, Mackenzie W Mathis

ICCV 2025 DISTIL: Data-Free Inversion of Suspicious Trojan Inputs via Latent Diffusion Hossein Mirzaei, Zeinab Taghavi, Sepehr Rezaee, Masoud Hadi, Moein Madadi, Mackenzie W. Mathis

AISTATS 2025 Time-Series Attribution Maps with Regularized Contrastive Learning Steffen Schneider, Rodrigo González Laiz, Anastasiia Filippova, Markus Frey, Mackenzie W Mathis

WACV 2021 Pretraining Boosts Out-of-Domain Robustness for Pose Estimation Alexander Mathis, Thomas Biasi, Steffen Schneider, Mert Yuksekgonul, Byron Rogers, Matthias Bethge, Mackenzie W. Mathis