Author

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

Across diverse benchmarks and world-model families, BasinLens exposes reproducible and locally persistent failure modes that conventional evaluations fail to reveal, showing that average-case benchmarks can mask important vulnerabilities in world-model-driven control.

Zhan-Peng Shi, Zi Liang, Rong Feng et al. · 0 citations