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About this paper

Zike Wu, Ahmed Hatem, Chintan Trivedi, Wallace Michel Pinto Lira, Xuebin Qin, Lele Wang, Renjie Liao

BoxWorld separates rule handling from video rendering: an editable engine updates object states, and a generator renders the changes. Its interface gives each object a layout box, persistent identity and appearance, and changing status. On PairedStateBench, it achieves 97.3% Paired-CF, versus at most 16.2% for baselines; both outcomes must succeed in each of 37 paired trials, not all 87 cases.

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