activity
20242026
most citedA Mechanistic View on Video Generation as World Models: State and Dynamics

1 citations · 1 across the 8 of their papers we have counts for

collaborators

9 papers

cs.AI2026

ReWorld: An Interactive World Model with Long-Horizon Memory

Zhifei Chen, Luozhou Wang, Guibao Shen +8

An interactive world model must follow the user's actions, remember the places it has shown, and stream in real time. The tension is structural: control wants a short horizon, memo…

cs.CE2026

Can Large Language Models Execute Parent Orders?

Zane Shen, Xinli Xu, Guangyi Zhang +7

Parent-order execution is a core problem in algorithmic trading, where the goal is to split a large order into smaller orders while reducing execution costs. Existing approaches ei…

cs.CV2026★ 1 cited

A Mechanistic View on Video Generation as World Models: State and Dynamics

Luozhou Wang, Zhifei Chen, Yihua Du +11

Large-scale video generation models have demonstrated emergent physical coherence, positioning them as potential world models. However, a gap remains between contemporary "stateles…

cs.CV2026

CamPilot: Improving Camera Control in Video Diffusion Model with Efficient Camera Reward Feedback

Wenhang Ge, Guibao Shen, Jiawei Feng +5

Recent advances in camera-controlled video diffusion models have significantly improved video-camera alignment. However, the camera controllability still remains limited. In this w…

cs.CV2025

IdentityStory: Taming Your Identity-Preserving Generator for Human-Centric Story Generation

Donghao Zhou, Jingyu Lin, Guibao Shen +8

Recent visual generative models enable story generation with consistent characters from text, but human-centric story generation faces additional challenges, such as maintaining de…

cs.CV2025

StereoPilot: Learning Unified and Efficient Stereo Conversion via Generative Priors

Guibao Shen, Yihua Du, Wenhang Ge +7

The rapid growth of stereoscopic displays, including VR headsets and 3D cinemas, has led to increasing demand for high-quality stereo video content. However, producing 3D videos re…

cs.CV2025

RectifiedHR: Enable Efficient High-Resolution Synthesis via Energy Rectification

Zhen Yang, Guibao Shen, Minyang Li +5

Diffusion models have achieved remarkable progress across various visual generation tasks. However, their performance significantly declines when generating content at resolutions…

cs.CV2024

PRM: Photometric Stereo based Large Reconstruction Model

Wenhang Ge, Jiantao Lin, Guibao Shen +4

We propose PRM, a novel photometric stereo based large reconstruction model to reconstruct high-quality meshes with fine-grained local details. Unlike previous large reconstruction…

cs.CV2024

DisEnvisioner: Disentangled and Enriched Visual Prompt for Customized Image Generation

Jing He, Haodong Li, Yongzhe Hu +4

In the realm of image generation, creating customized images from visual prompt with additional textual instruction emerges as a promising endeavor. However, existing methods, both…