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cs.CV2026
Scaling Properties of Text Conditioning in Visual Generation
Zilong Chen, Chaorui Deng, Kunchang Li +2
We study empirical scaling properties for text conditioning in visual generation. Such properties have rarely been measured because diffusion loss does not scale with the number of…
cs.CV2026
Context Unrolling in Omni Models
Ceyuan Yang, Zhijie Lin, Yang Zhao +16
We present Omni, a unified multimodal model natively trained on diverse modalities, including text, images, videos, 3D geometry, and hidden representations. We find that such train…