DiffWAM: A Fast and Efficient Navigation World Action Model
DiffWAM transforms predictive features from a frozen video foundation model directly into continuous 3D UAV trajectories. Instead of requiring expensive future-video synthesis during deployment, it uses geometry from the first frame to ground these representations. This results in a fast, efficient navigation model that produces metric camera paths without needing complex multi-frame reconstruction.