Scale Buys Interpolation, Structure Buys a Horizon: Certified Predictability for Equivariant World Models

Scale buys interpolation; structure buys a certified horizon. A world model's average error says nothing about whether a particular prediction can be trusted, or for how long. For equivariant latent world models we give a computable, multi-step certificate of the predictable horizon: $T$-step rollou...