Develops graph rollout bounds separating topology and model error sources and proposes Error-Aware GWM with spectral regularization and consistency terms for dynamic graphs.
arXiv preprint arXiv:2511.23465 , year=
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Understanding Rollout Error in Graph World Models
Develops graph rollout bounds separating topology and model error sources and proposes Error-Aware GWM with spectral regularization and consistency terms for dynamic graphs.