Author

Xiao-Meng Li

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Preprint Aug 2026

PathoArgus: Advancing Evidence-Grounded Long-Context Visual Reasoning across Gigapixel Whole-Slide and Multi-Slide Case Contexts

The benchmark and diagnostics establish that acquiring useful whole-slide context is necessary but far from sufficient, and call for a shift from answer-centric to evidence-grounded evaluation in computational pathology.

Bowen Liu, Qixiang Zhang, Xiaomeng Li · 0 citations

#artificial intelligence Preprint May 2025

Synergistic Vision-Language Reinforcement Enables Scalable On-Demand Analysis across Diverse Clinical Tasks

SyRe is presented, a promptable segmentation foundation model based on Synergistic vision-language Reinforcement that achieves accurate text-prompted segmentation across diverse clinical scenarios, with particularly strong performance on disease-related targets.

Haonan Wang, J. Mao, Le-Han Wang et al. · 2 citations