FACT: Failure-Aware Causal Training for World-Action Models.

arXiv:2608.10232v2 Announce Type: replace-cross Abstract: Recent world-action models (WAMs) show that co-training policies with future prediction can provide physical priors for action generation. Building on the future-prediction ability of video models, many