Current video generation models fail to achieve probabilistic alignment - they cannot reproduce the correct distribution of possible behaviors under the same initial observation and action

Across 50 scenarios and eleven current systems, no model consistently matches the reference probabilities while recovering the range of valid behaviors.

http://arxiv.org/abs/2608.27345v1