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Author

Wen-Guan Wang

3 papers indexed here

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Preprint Oct 2026

Cross-Primitive Consistency in Jev

Jev enables efficient decision-making with large language models (LLMs) through typed querying primitives, allowing the same semantic state to be expressed in different formats, such as binary and multiple-choice queries. However, the consistency of decisions across primitives has not been systematically evaluated. Thi...

Xu Liu, Gui-Kun Chen, Kan-Zhi Wu et al. · 0 citations
#machine learning Preprint Sep 2026

Generalizable single-cell perturbation response prediction using energy-guided flow matching

Predicting phenotypic and transcriptional responses to perturbations at single-cell resolution provides a powerful tool for probing biological systems. However, existing methods typically rely on fixed mappings learned during training, making it challenging to calibrate distribution shifts or adapt to novel perturbatio...

Jia-Nan Wei, Jia-Jun Hong, Gui-Kun Chen et al. · 0 citations

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