A curated multi-stain glomerular dataset shows no stain shortcut learning in lesion classification; label-free entropy regularization on a stain head offers a simple safeguard.
Removal of confounders via invariant risk minimization for medical diagnosis
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Shortcut Learning in Glomerular AI: Adversarial Penalties Hurt, Entropy Helps
A curated multi-stain glomerular dataset shows no stain shortcut learning in lesion classification; label-free entropy regularization on a stain head offers a simple safeguard.