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

Thakkar, Param et al.
arXiv (All) · Papers
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artificial-intelligencerobotics
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 explicitly modeling change (a per-object change gate plus a residual delta head that perturbs only the objects the gate flag
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