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Guangzhi Xiong

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Book Open access Aug 2026

Concept-Residual Representation Expansion for Robustness to Spurious Correlations

Concept-Residual eXpansion (CRX), a concept-augmented framework that improves robustness by expanding the set of candidate predictive features by improving robustness to spurious correlations, is proposed.

Eric Xie, Guangzhi Xiong, Wenqian Ye et al. · 0 citations
Review Open access Jul 2026

Tutorial: guidance on the use of large language models for medical research

This entry-level tutorial aims to equip healthcare professionals with the tools necessary to effectively integrate LLMs into clinical practice, ensuring that these powerful technologies are applied in a safe, reliable, and impactful manner.

Qiao Jin, Nicholas Wan, Robert Leaman et al. · 1 citation