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All SourcesarXiv
#autoregressive video generation

Context Forcing: Consistent Autoregressive Video Generation with Long Context

Intermediate
Shuo Chen, Cong Wei et al.Feb 5arXiv

The paper fixes a big problem in long video generation: models either forget what happened or slowly drift off-topic over time.

#autoregressive video generation#long-context modeling#distribution matching distillation

VideoAR: Autoregressive Video Generation via Next-Frame & Scale Prediction

Intermediate
Longbin Ji, Xiaoxiong Liu et al.Jan 9arXiv

VideoAR is a new way to make videos with AI that writes each frame like a story, one step at a time, while painting details from coarse to fine.

#autoregressive video generation#visual autoregression#next-frame prediction

SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time

Beginner
Zhening Huang, Hyeonho Jeong et al.Dec 31arXiv

SpaceTimePilot is a video AI that lets you steer both where the camera goes (space) and how the action plays (time) from one input video.

#video diffusion#space–time disentanglement#camera control

Pretraining Frame Preservation in Autoregressive Video Memory Compression

Intermediate
Lvmin Zhang, Shengqu Cai et al.Dec 29arXiv

The paper teaches a video model to squeeze long video history into a tiny memory while still keeping sharp details in single frames.

#autoregressive video generation#video memory compression#frame retrieval pretraining

Animate Any Character in Any World

Intermediate
Yitong Wang, Fangyun Wei et al.Dec 18arXiv

AniX is a system that lets you place any character into any 3D world and control them with plain language, like “run forward” or “play a guitar.”

#AniX#3D Gaussian Splatting#world models