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3D-Belief: Embodied Belief Inference via Generative 3D World Modeling

arXiv:2605.11367v2 Announce Type: replace Abstract: Recent advances in visual generative models have highlighted the promise of learning generative world models. However, most existing approaches frame world modeling as novel-view synthesis or future-frame prediction, emphasizing visual realism rather than the structured uncertainty required by embodied agents acting under partial observability. In this work, we propose a different perspective: world modeling as embodied belief inference in...

arXiv CS 9d ago