Tingting Liao

Massive activations in video DiTs concentrate on first-frame and latent-boundary tokens. Steering them at inference improves temporal coherence — training-free, with no extra compute.

A benchmark that asks generative models to reason rather than render: abstract puzzles, embodied navigation and physical commonsense, scored across five reasoning abilities.

Places characters from different sources into a single video, keeping each one's identity and style intact while they interact.

Turns one portrait — photo, painting or cartoon — into a rigged, animatable 3D head, whatever the style.

Generates animatable 3D avatars from text alone, with high-quality geometry and texture.

Reconstructs a fully clothed human from a single image, using text guidance to hallucinate the regions the camera never saw.

Recovers a detailed clothed avatar from one image, combining an implicit surface with parametric body priors.