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.