Differentiable Gene Set Enrichment Analysis for Pathway-Level Supervision in Transcriptomic Learning
Shuaiyu Li, Yang Ruan, Xinyue Yang, Zhang Wen, Hiroto Saigo
This paper introduces differentiable GSEA (dGSEA) to improve pathway-level interpretation in transcriptomic learning by aligning training objectives with downstream analysis.
bioRxiv · Mar 20, 2026 · PreprintBioinformatics