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#diffusion transformer

World Models That Know When They Don't Know: Controllable Video Generation with Calibrated Uncertainty

Zhiting Mei, Tenny Yin et al.Dec 5arXiv

This paper teaches video-making AI models to say how sure they are about each tiny part of every frame they create.

#controllable video generation#uncertainty quantification#calibration

SCAIL: Towards Studio-Grade Character Animation via In-Context Learning of 3D-Consistent Pose Representations

Wenhao Yan, Sheng Ye et al.Dec 5arXiv

SCAIL is a new AI system that turns a single character image into a studio-quality animation by following the moves in a driving video.

#character animation#3D pose representation#occlusion-aware pose

ProPhy: Progressive Physical Alignment for Dynamic World Simulation

Zijun Wang, Panwen Hu et al.Dec 5arXiv

ProPhy is a new two-step method that helps video AIs follow real-world physics, not just make pretty pictures.

#physics-aware video generation#mixture-of-experts#token-level routing

Joint 3D Geometry Reconstruction and Motion Generation for 4D Synthesis from a Single Image

Yanran Zhang, Ziyi Wang et al.Dec 4arXiv

This paper teaches a computer to turn one single picture into a moving 3D scene that stays consistent from every camera angle.

#4D scene generation#single-image to 4D#joint geometry and motion