DexForesight: Grounding Dexterous Policies with Implicit Spatial Foresight

DexForesight is a framework that learns spatial foresight implicitly for dexterous manipulation. It injects dynamics-aware world representations into the latent space of a dexterous policy. DexForesight learns an action-conditioned spatial world model from offline scene depth, kinematic hand geometry, and demonstration trajectories.