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arxiv_cs_lg · Nov 12, 2026 · paper
arxiv.orgNov 12, 2026
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In brief
Interactive video-to-video applications require real-time generation while maintaining long-range temporal consistency. However, recent methods achieve speed by restricting attention to a fixed-length causal window. This limits long-range consistency whenever relevant history fal