Interactive video world models predict how an environment evolves under user actions, but most existing systems assume one controlled agent and one task-specific action interface. We study multi-agent video world modeling, where one model generates a joint visual future for multiple controlled agents while interpreting...
Xinyu Wang, Hua-Feng Shi, Yue Ma et al.· 0 citations
Autoregressive video diffusion enables causal video streaming without a bidirectional pass over the full clip, but existing few-step systems usually retain only the opening and most recent frames in a fixed-size KV cache. Once an event leaves this window, later frames can no longer attend to it, a failure we term mid-h...
Jia-Ming Zhang, Xinyu Wang, Hua-Feng Shi et al.· 0 citations
LiveLight is presented, the first diffusion-based framework for real-time streaming video relighting with interactive 3D lighting control, which achieves state-of-the-art relighting quality while running at real-time speed, and will publicly release its models, training data, and synthetic data generator.
Yue Ma, Jiangming Wang, Yucheng Wang et al.· 1 citation
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