What Do Latent Predictive Vehicle Representations Retain? Measuring State, Geometry, and Local Response

Models of vehicle dynamics learned from logged states and commands complement physics-based models, and latent world models, which predict in a learned representation, are used to plan and train controllers in other domains. Vehicle controllers are usually specified in physical terms: costs, limits,