We present GIM-World, a geometry-aware implicit memory
framework for video world models. By distilling 3D scene structure from
a frozen 3D foundation model into a compact, fixed-size memory state,
GIM-World produces long-horizon autoregressive rollouts that remain
geometrically coherent and visually consistent with the underlying
scene, while existing memory designs degrade into visible geometric
distortion and memory drift.
