Author

Xiao-Xiao Li

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Preprint Oct 2026

PathLang: A Language-Centered Benchmark for Vision-Language Models in Computational Pathology

Pathology vision-language models (VLMs) have shown strong visual perception ability, but their robustness in the language domain remains poorly characterized. Existing pathology VLM benchmarks largely rely on canonical closed-set prompts or perturb only generic templates, treating language as a fixed evaluation compone...

Fang-Qi Cheng, Kuo Gong, Shan Liu et al. · 0 citations

Preprint Aug 2026

Location-Aware Fine-Grained Representation Learning for Medical Vision Foundation Models

LoFi is presented, a medical vision foundation model built on location-aware fine-grained representation learning that consistently outperforms general-purpose and medical vision foundation models as well as state-of-the-art LVLMs.

Myeongkyun Kang, Yan-Ting Yang, Xiao-Xiao Li · 0 citations