Author

Tianlong Chen

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#machine learning Preprint Oct 2026

Aligning Multimodal Patient Evidence with Biomedical Knowledge Graphs for Clinical LLMs

Clinical questions often depend on linking a patient's multimodal evidence to external biomedical knowledge, yet existing predictive systems rarely represent such links explicitly, so they can neither be traced to their evidence sources nor removed to measure their contributions. We present MM-KG (Multimodal Knowledge...

Jia-Wen Du, Arshan Ali Khan, Chen-Hao Zhang et al. · 0 citations

Preprint Aug 2026

SEER: Long-Context Reasoning via Selective Visual-Text Compression

SEER is presented, a framework that learns to select query-relevant images through visual scanning and retrieve textual content only where needed, combining the efficiency of visual compression with the precision of text-based reasoning.

Jiawei Xu, Zhilin Zhai, Jinrui Fang et al. · 3 citations