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Zhan-Peng Shi

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#artificial intelligence Preprint Sep 2026

Does Learning Protein Folding Generalize to Broader Reasoning?

Large language models rely heavily on human text, which often conveys surface answers rather than the spatial and structural logic behind them. Protein folding is a natural testbed, because one solved structure yields thousands of exactly checkable spatial and topological statements. We ask: can learning to fold protei...

Yong Liu, Zhan-Peng Shi, Yi-Zhou Dang et al. · 0 citations
Preprint Aug 2026

Where World Models Break: Natural-Input Failure Discovery

World models predict action-conditioned futures and serve as critical internal simulators for downstream planning and control. However, catastrophic prediction failures of world models could dangerously propagate through the control pipeline, as subsequent agent or model training and decision-making depend heavily on t...

Zhanpeng Shi, Zi Liang, Rong Feng et al. · 0 citations

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