Better Slots, Better Worlds: Representation Quality & Robustness in Object-Centric World Models

Learning world models from offline trajectories enables agents to accomplish different tasks through planning. Object-centric (OC) representations, which decompose a scene into a set of slots that bind to its objects, have been proposed as an inductive bias for world models that are more sample-effi...