arXiv cs.AI
· Papers
Beyond Counts: A Distributional Robustness Margin For Pathology Foundation Models
arXiv:2607.25497v1 Announce Type: cross Abstract: Pathology foundation models are approaching clinical deployment, yet remain vulnerable to systematic non-biological variation across centres. Differences in tissue preparation, staining and scanning are strongly encoded in their representations, enabling shortcut learni