HandsOnWorld: Unconstrained Egocentric Video Generation with Camera-Disentangled Hand Control

We present HandsOnWorld, a framework for hand-controlled egocentric video generation that learns directly from unconstrained monocular video. Prior generators depend on 3D hand annotations from multi-view or marker-based motion capture, confining them to narrow, instrumented scene distributions. To bridge this gap, we