Embodied-Navigator Aligns VLMs to 2D Priors for Efficient Navigation
TAMP-Nav lets VLMs navigate by selecting 2D pixels (projected to 3D), triggering selective CoT only at key moments, and compressing memory into Space-Time Indicators, then aligning via GRPO rewards for 66.2% SR on R2R-CE using just 90k trajectories.












