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Author

Eric Xie

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Preprint Aug 2026

ALPS: Measuring Valid Creativity in Large Language Models with Mathematical Construction

Large language models produce outputs presented as discoveries - new proofs, conjectures, or molecules. Whether such an output that appears creative is truly original and effective is hard to establish: open-ended outputs require subjective judgment, the output may replicate something seen in training, or the task may...

Eric Xie, Wenqian Ye, Ai-Dong Zhang · 1 citation · ⚡1
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, Guang-Zhi Xiong, Wenqian Ye et al. · 0 citations
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

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