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Yunlong Dong

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#machine learning Preprint Aug 2026

Making Latent Evolution Explicit: Operator-Structured Transitions for World Action Models

This work introduces the Latent Evolution Operator Network (LEON), which models latent evolution in a learned observable space through context-modulated operator-based propagation and additive forcing and establishes transition realization as a consequential architectural choice in latent WAMs.

Xiao-Xiao Lu, Yunlong Dong, Jia-Hao Shi et al. · 0 citations

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