scCMIA: Mutual Information-Guided Decoupled Learning for Robust Single-Cell Cross-Modal Integration.
Recent advances in single-cell multimodal omics sequencing enable the joint profiling of multiple molecular layers within individual cells. Despite this progress, computational integration remains challenging because cross-modal alignment must be achieved without discarding modality-specific information. This paper int...