SlideBank: A Persistent Hierarchical Evidence Bank for Consistent Whole-Slide Reasoning
SlideBank is introduced, a training-free framework that represents each WSI as a persistent, concept-indexed, and spatially grounded evidence bank and achieves over 99% rephrasing consistency and substantially reduces amortized inference cost through persistent evidence reuse.
Bei-Di Zhao, Gexin Huang, Ciro Zhang et al.
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