activity
20242026
collaborators

8 papers

cs.CV2026

PerpetualWonder: Long-Horizon Action-Conditioned 4D Scene Generation

Jiahao Zhan, Zizhang Li, Hong-Xing Yu +1

We introduce PerpetualWonder, a hybrid generative simulator that enables long-horizon, action-conditioned 4D scene generation from a single image. Current works fail at this task b…

cs.CV2026

ART: Articulated Reconstruction Transformer

Zizhang Li, Cheng Zhang, Zhengqin Li +7

We introduce ART, Articulated Reconstruction Transformer -- a category-agnostic, feed-forward model that reconstructs complete 3D articulated objects from only sparse, multi-state…

cs.CV2026

RealWonder: Real-Time Physical Action-Conditioned Video Generation

Wei Liu, Ziyu Chen, Zizhang Li +3

Current video generation models cannot simulate physical consequences of 3D actions like forces and robotic manipulations, as they lack structural understanding of how actions affe…

cs.GR2025

WonderPlay: Dynamic 3D Scene Generation from a Single Image and Actions

Zizhang Li, Hong-Xing Yu, Wei Liu +4

WonderPlay is a novel framework integrating physics simulation with video generation for generating action-conditioned dynamic 3D scenes from a single image. While prior works are…

cs.CV2025

Product of Experts for Visual Generation

Yunzhi Zhang, Carson Murtuza-Lanier, Zizhang Li +2

Modern neural models capture rich priors and have complementary knowledge over shared data domains, e.g., images and videos. Integrating diverse knowledge from multiple sources --…

cs.CV2025

The Scene Language: Representing Scenes with Programs, Words, and Embeddings

Yunzhi Zhang, Zizhang Li, Matt Zhou +2

We introduce the Scene Language, a visual scene representation that concisely and precisely describes the structure, semantics, and identity of visual scenes. It represents a scene…