Jiakai Huang

Foresight Without Seeing: Latent Futures for World Action Models

ForeWAM is proposed, a dynamics-conditioned direct-policy WAM that provides predictive context for action generation without decoding future videos, and demonstrates that direct-policy WAMs can retain efficient action prediction while exposing predictive dynamics to the action pathway without explicitly generating future observations.