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Integrating multiple omics modalities with LATTICE improved spatial contiguity by up to 17.4% while revealing the intricate balance between transcriptomic and regulatory information in spatial data.
CDS not only quantifies directional influence in complex spatial graphs but also remains robust against confounding signals, making it a game-changer for understanding cell-cell interactions in biological systems.
Ditch the quadratic attention bottleneck: MARBLE uses Mamba to achieve state-of-the-art results on whole-slide image analysis with linear complexity.