World-Coherent Decoding: Self-Verifying Test-Time Planning for World Action Models

Chuhan Zhang, Seiji Ito, Kenta Hoshino +2

World Action Models (WAMs) aim to control robots by stochastically generating visual futures and then decoding actions, but empirical observations indicate that the results can str…