ProtoPSR: Prototype-guided Pairwise Similarity Regularization for Robust Spatial Multi-Omics Integration
ProtoPSR is proposed, an unsupervised framework for robust spatial multi-omics domain discovery that stabilizes both local clustering structure and global pairwise relations and demonstrates strong robustness under modality-specific feature corruption.