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Author

Tianli Li

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#artificial intelligence Preprint Oct 2026

Learning to Outgrow a Theory: Experimental Discovery Beyond the Initial Hypothesis Space

Scientific discovery systems typically optimize experiments within a fixed hypothesis space. This creates a failure mode when all available candidates omit the same missing mechanism: candidate disagreement can collapse even while the model class is systematically wrong. We formulate experimental model-class revision,...

Si-Yuan Ma, Albert Gao, Chun-Zheng Zhu et al. · 0 citations
Open access Jul 2026

Bioinformatics-based identification of glycolysis-related signatures associated with drug resistance and prognosis in lung adenocarcinoma

It is suggested that glycolytic activity is closely associated with both drug resistance and clinical prognosis in LUAD, and the proposed integrative model holds promise for enhancing precision treatment decision-making through optimized risk assessment and rational selection of chemotherapeutic regimens.

Qian Zheng, Yunxiao Liu, Tianli Li et al. · 0 citations

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