Wanquan Liu

AutoBioKG constructs context-aware biomedical knowledge graphs to improve scientific inference by encoding environmental conditions and entity attributes, outperforming baselines in multiple benchmarks.

This study benchmarks deep learning methods for single-cell RNA sequencing integration, identifies limitations in existing metrics, and proposes improvements to better preserve biological signals.