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Haoyuan Wang

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Jun 2026

Directing the World: Fast Autoregressive Video Generation with Compositional Human-Camera Control

This work proposes "Directing the World", a fast autoregressive framework for controllable world-model video generation with compositional human-motion and camera-trajectory control, and introduces a Fast-Slow Memory training strategy to stabilize long-horizon rollout learning and improve convergence.

Haoyuan Wang, Yabo Chen, Haibin Huang et al. · 1 citation