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All SourcesarXiv
#sliding window

LIVE: Long-horizon Interactive Video World Modeling

Intermediate
Junchao Huang, Ziyang Ye et al.Feb 3arXiv

LIVE is a new way to train video-making AIs so their mistakes don’t snowball over long videos.

#cycle consistency#autoregressive video diffusion#exposure bias

Efficient Autoregressive Video Diffusion with Dummy Head

Intermediate
Hang Guo, Zhaoyang Jia et al.Jan 28arXiv

This paper finds that about 1 out of every 4 attention heads in autoregressive video diffusion models mostly looks only at the current frame and almost ignores the past, wasting memory and time.

#autoregressive video diffusion#multi-head self-attention#KV cache compression

FlashPortrait: 6x Faster Infinite Portrait Animation with Adaptive Latent Prediction

Intermediate
Shuyuan Tu, Yueming Pan et al.Dec 18arXiv

FlashPortrait makes talking-portrait videos that keep a person’s identity steady for as long as you want—minutes or even hours.

#FlashPortrait#portrait animation#identity consistency