Author

Jens Rittscher

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Preprint Aug 2026

Spatial Message Passing in Language Space for Pathology Image Interpretation

Multimodal Large Language Models (MLLMs) can generate pathological descriptions from histological images, but gigapixel Whole Slide Images (WSIs) exceed their visual context limits. The standard tiling workaround makes WSIs tractable yet severs the tissue neighborhoods that define tumor-stroma interfaces and morphology...

Jingcheng Yang, Hao-Jiong Wang, Jinhao Du et al. · 0 citations

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