Xin-Yue Guo

Beyond Gene Reconstruction: Learning Cell Representations through Complementary Transcriptomic Views

The rapid growth of single-cell transcriptomic data has enabled the development of foundation models pretrained primarily by reconstructing masked expression values. This objective encourages these models to learn gene dependencies but does not directly optimize whole-cell representations, which are essential for many...