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Hua-Zhu Fu

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Preprint Aug 2026

Beyond Relevance: Bayesian Evidence Acquisition for Agentic Whole-Slide Image Reasoning

Whole-slide image (WSI) reasoning requires an agent to sequentially acquire visual evidence before answering a diagnostic question. Existing training-free agentic frameworks formulate this process as iterative patch retrieval based on semantic relevance to the question. However, semantic relevance does not necessarily...

Bryan Wong, Xun Xu, Hua-Zhu Fu et al. · 1 citation
Preprint Aug 2026

Understanding Synergistic Interactions among Pathology Foundation Models via Adaptive Fusion

AdaFusion is presented, a lightweight adaptive fusion framework that integrates complementary signals from multiple frozen PFMs through low-dimensional feature compression and a sample-conditioned gating module that reweights model-wise (and optionally channel-wise) contributions.

Yu Xiao, Yang Hu, Bin Li et al. · 0 citations

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