Author

Boran Zhang

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Preprint Aug 2026

WorldMind: Decoupled Game World Model for State-Aware NPC Behavior

Game world models have recently demonstrated promising capabilities in generating visually coherent and action-controllable gameplay videos. However, non-player character (NPC) behavior in existing models is either implicitly entangled with video generation or explicitly prescribed through external control signals. Con...

Zhi-Yang Deng, Bo-Ran Zhang, Dan Chen et al. · 3 citations

Preprint Jul 2026

Video Models as Native 4D Renderers: World-Grounded Conditioning from Animated Mesh

D, a reference-guided renderer that extends Wan2.2 camera control from Plucker rays alone to a joint camera-plus-geometry interface and projects a neural 4D G-buffer from the animated mesh and injects it through a widened control adapter while preserving the pretrained image-to-video prior, supporting tracking+world-po...

Junhao Chen, Mingjin Chen, Henghaofan Zhang et al. · 0 citations