Trade-off between conservation of biological variation and batch effect removal in deep generative modeling for single-cell transcriptomics
Hui Li, Davis James McCarthy, Heejung Shim, Susan H. Wei
This paper explores the trade-off between preserving biological variation and removing batch effects in scRNA-seq data using Pareto multi-task learning and Mutual Information Neural Estimation.