DreamTrue: Action-Faithful Robot World Model with Counterfactual Post-Training
DreamTrue is a robot world model designed for accurate video prediction by addressing calibration errors and biased training data. It uses offline geometric calibration to align different robot views and introduces counterfactual post-training guided by human-annotated rewards to make predicted interactions physically plausible, achieving state-of-the-art results.