AI RESEARCH
Graph Mamba Survival Analysis Based on Topology-Aware ordering
arXiv CS.LG
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ArXi:2606.02602v1 Announce Type: new In computational pathology, Whole Slide Images (WSIs) survival analysis is crucial for patient prognosis assessment, but it faces multiple technical challenges. Although the Transformer captures long-range dependencies through its self-attention mechanism, its $O(N^2)$ time complexity causes a severe computational bottleneck in large-scale WSIs graph structures. The Mamba model breaks through the Transformer's computational bottleneck with linear complexity.