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About this paper

Jiongfan Yang, Weichen Fan, Haiwen Diao, Zhongang Cai, Ziwei Liu

SpecSlot assigns global communication to low-frequency image carriers while keeping finer output slots local. Each anchor produces multiple slots with disjoint spectral roles, but only one joins dense global attention. On ImageNet-512 it reaches 9.14 FID versus 11.98 for a FLOPs-matched JiT-CM control, with 3.9% fewer conditional forward FLOPs; it remains 0.69 FID worse than JiT-B/16.

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