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Author

Yun Sing Koh

2 papers indexed here

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Preprint Oct 2026

CtrlCache: Accelerating Interactive Video World Models with Control-Aware Caching

Interactive video world models need to generate each video chunk efficiently while responding faithfully to user controls. Many systems use chunk-wise autoregressive generation with few-step denoising, but each chunk still requires several costly denoising iterations. Training-free caching can reduce this cost, yet exi...

Shang-Ye Song, Dong Gong, Hong Jia et al. · 0 citations
Preprint Oct 2026

Generating the Wild: Individual-Consistent Image-to-Video Generation for Wildlife

Individual-level wildlife identification often suffers from data scarcity, as varying observations of the same animal under diverse poses, viewpoints, and motions are rarely available. Image-to-video (I2V) generation offers a promising way to mitigate this limitation by synthesizing additional observations from a singl...

Yuzhuo Li, Di Zhao, Xin-Yu Zhang et al. · 0 citations

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