World models turn visual representations into predictions and actions. We argue that their visual foundation should combine physical-state information, native language alignment, and pixel reconstruction, so that a single representation can support prediction, instruction, and inspection. However, existing encoders typ...
Yan-Qing Liu, Le-Tian Zhang, Cheng-Zhi Liu et al.· 0 citations
MovieGrid, a Multi-Grid Post-Training paradigm that decomposes a long video into shorter, temporally ordered chunks and arranges them on a spatial grid for joint modeling, is proposed, reducing the number of shots handled by each temporal axis while enabling global information exchange across chunks.
Jia-Wei Mao, Hao-Qin Tu, Hardy Chen et al.· 0 citations
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