# LaWAM: Efficient Dynamics-Aware Robot Policies with Latent World Action Models

- Source: arXiv cs.RO
- Published: 2026-10-27T04:00:00.000Z
- RoboHot: https://robohot.news/en/items/ps4zeoobh1410pbzok45hkk43
- Original: https://arxiv.org/abs/2606.15768

## Summary

LaWAM proposes a Latent World Action Model that exposes predictive dynamics to robot policies through compact latent visual subgoals rather than reconstructed future video. Its core LaWM trains a latent action model in the latent space of a pretrained vision foundation model and reuses its forward decoder to predict future observation features.