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Author

Hui-Yao Zhang

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2 papers indexed here

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Preprint Oct 2026

Visual Evidence Under Cross-Examination: Evaluating and Controlling Decision-Level Evidence Use in Vision-Language Models

Vision-language models increasingly reason through crops, regions, and tool-produced observations. Yet an observation can influence the answer without benefiting the candidate it supports. We study candidate-bound visual contribution: valid evidence should help, invalidating its supporting relation should remove its ad...

Hui-Yao Zhang, Jin-Shu Bai, Zi-Long Su et al. · 0 citations
Aug 2026

EAAT1 sustains redox homeostasis and temozolomide resistance through glutamate-dependent regulation of the Keap1/Nrf2 axis in glioblastoma.

Glioblastoma (GBM) exhibits profound metabolic and redox adaptation that supports tumor progression and therapeutic resistance. Here, we identify the glutamate transporter EAAT1 (SLC1A3) as a critical regulator of glutamate-dependent redox homeostasis in GBM. Analysis of TCGA and CGGA datasets showed that EAAT1 express...

Lu-Fei Chen, Ru-Ying Lin, Yong-Pei Xu et al. · 0 citations

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