Events, Not Pixels: Where World Models Get the Return Wrong.

arXiv:2610.29435v1 Announce Type: new Abstract: World models are increasingly used for planning, where a planner ranks candidate actions by returns imagined by the model. However, these models are judged mainly by how well they render frames, even though a vis