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Ming-Li Luo

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Preprint Aug 2026

A Structural Dynamics Graph World Model: Unified Modeling, Constrained Rollout, and Interpretable Calibration

The state evolution of a complex system arises jointly from object laws, relational propagation, domain conservation, and unmodeled error. Forcing all sources into one black box makes mechanism attribution and constraint preservation unauditable; forcing every mechanism into one equation family discards mature domain s...

Wei Wang, Yao-Sen Chen, Han Yang et al. · 2 citations

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