Jianyi Liu

Overcoming Statistical Bias in Action-Controllable World Models

Co is introduced, a Counterfactual Consistency framework to enhance action controllability through two complementary constraints: Multi-step counterfactual consistency constrains reference, inverse-action, and zero-action rollouts, while action-spatial counterfactual consistency enforces consistent predictions under mi...