2 papers
cs.CV2026
Robust by Design: A Continuous Monitoring and Data Integration Framework for Medical AI
Mohammad Daouk, Jan Ulrich Becker, Neeraja Kambham +3
Adaptive medical AI models often face performance drops in dynamic clinical environments due to data drift. We propose an autonomous continuous monitoring and data integration fram…
cs.CV2026
Shortcut Learning in Glomerular AI: Adversarial Penalties Hurt, Entropy Helps
Mohammad Daouk, Jan Ulrich Becker, Neeraja Kambham +3
Stain variability is a pervasive source of distribution shift and potential shortcut learning in renal pathology AI. We ask whether lupus nephritis glomerular lesion classifiers ex…