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cs.CV2026
ConsistWorld: Evidence Routing for Consistent Multi-Agent World Models
Qianxun Xu, Xianfang Zeng, Xinyao Liao +3
Autoregressive video world models enable temporally coherent generation for a single observer. Extending them to multiple agents requires consistency across independently controlle…
cs.CV2026
SwitchCraft: Training-Free Multi-Event Video Generation with Attention Controls
Qianxun Xu, Chenxi Song, Yujun Cai +1
Recent advances in text-to-video diffusion models have enabled high-fidelity and temporally coherent videos synthesis. However, current models are predominantly optimized for singl…