Plausible Future, Wrong Choice: Steering World-Action Models toward Intended Future.

arXiv:2610.28431v1 Announce Type: cross Abstract: World-Action Models (WAMs) have emerged as a promising paradigm for embodied generalist policies by jointly modeling future world evolution and robot actions across diverse manipulation tasks. However, represen