Autoregressive video world models enable temporally coherent generation for a single observer. Extending them to multiple agents requires consistency across independently controlled views and temporal gaps under causal streaming. We present ConsistWorld, a multi-agent world model that generates camera-controlled video...
Qian-Xun Xu, Xian-Fang Zeng, Xin-Yao Liao et al.· 0 citations
We present EditWorld, a video world model for precise editing and flexible referencing in interactable worlds. Existing video world models primarily focus on navigation, letting users explore generated worlds but offering limited control over how existing world content is modified. EditWorld extends world modeling from...
Xin-Yao Liao, Xian-Fang Zeng, Zhu Liang et al.· 0 citations
The results position image editing as a specialized visual workspace rather than a universal reasoning mechanism, and establish Aphanta as a reusable protocol for measuring task--representation alignment, editor realization, and downstream pipeline utility.
Heng-Yuan Xu, Wei Cheng, Yu-Meng Ji et al.· 0 citations
This work explores the motion transfer from one video to another, which is crucial in animation for diverse characters. Previously, video motion transfer has been largely explored between human and human-like characters, enabling a lot of applications in digital creation. However, these approaches encounter a main limi...
Ling-Hao Chen, Zixin Yin, Duomin Wang et al.· International Conference on...· 0 citations
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