Modeling What Changes: Sparse, Residual World Models for Object-Centric Manipulation

Param Thakkar, Parsika Paresh Shah, Manisha Sushant Gote

Monolithic world models predict the entire next state at every step, spending capacity re-predicting the static majority of a scene and injecting error into it. We ask whether expl…