Mitigating Batch Effects in Histopathology via Language-Mediated Robust Embedding Generation

Yishu Zhang, Shushan Wu, Zhenzhong Zhang +8

Pathology foundation models (PFMs) have demonstrated strong potential across clinical and scientific applications, yet their performance is often hindered by batch effects, which a…