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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

Experiments on I2V generation and downstream animal re-identification (ReID) show that WildIcon achieves stronger individual consistency than existing baselines, and that its filtered outputs can serve as useful candidate training augmentations for downstream ReID.

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

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