Batch Effects Remain a Fundamental Barrier to Universal Embeddings in Single-Cell Foundation Models
Linting Wang, Chihao Zhang, Shihua Zhang
This paper evaluates single-cell foundation models and finds they struggle to remove batch effects, limiting their ability to create universal cellular embeddings.
bioRxiv · Dec 22, 2025 · PreprintBioinformatics