arxivcs.LGcs.AI2026-07-21
Multi-Horizon Consistency as Geometry: When Latent Dynamics Contract, and When They Do Not
Multi-horizon latent consistency is a common training knob in video predictors and world models, but practitioners rarely know what it does to transition geometry. We treat lambda, the weight on multi-step latent agreement, as a diagnostic control and measure an empirical expansi…