Zeqi Xiao

I am currently a 2th-year Ph.D. at MMLab@NTU, Nanyang Technological University, fortunately supervised by Prof. Xingang Pan. Prior to this, I had a wonderful internship experience at Shanghai AI Laboratory, working with Dr. Jiangmiao Pang and Dr. Tai Wang. I received my Bachelor's degree from Zhejiang University.

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Research

My research interests lie in generative models, with a particular focus on video generation. My long-term goal is to develop generative models capable of simulating the real world—and imagining beyond it.

WORLDMEM: Long-term Consistent World Simulation with Memory
Zeqi Xiao, Yushi Lan, Yifan Zhou, Wenqi Ouyang, Shuai Yang, Yanhong Zeng, Xingang Pan
arXiv, 2025
project page / arXiv / code / demo / bibtex

Alias-Free Latent Diffusion Models: Improving Fractional Shift Equivariance of Diffusion Latent Space
Yifan Zhou, Zeqi Xiao, Wenqi Ouyang, Shuai Yang, Xingang Pan
CVPR, 2025 (Oral)
project page / arXiv / code / bibtex

Trajectory Attention For Fine-grained Video Motion Control
Zeqi Xiao, Wenqi Ouyang, Yifan Zhou, Shuai Yang, Lei Yang, Jianlou Si, Xingang Pan
ICLR, 2025
project page / arXiv / code / bibtex

Video Diffusion Models are Training-free Motion Interpreter and Controller
Zeqi Xiao, Yifan Zhou, Shuai Yang, Xingang Pan
NeurIPS, 2024
project page / arXiv / code / bibtex

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CooHOI: Learning Cooperative Human-Object Interaction with Manipulated Object Dynamics
Jiawei Gao*, Ziqin Wang*, Zeqi Xiao, Jingbo Wang, Tai Wang, Jinkun Cao, Xiaolin Hu, Si Liu, Jifeng Dai, Jiangmiao Pang
NeurIPS, 2024 (Spotlight)
project page / arXiv / code / bibtex

UniHSI: Unified Human-Scene Interaction via Prompted Chain-of-Contacts
Zeqi Xiao, Tai Wang, Jingbo Wang, Jinkun Cao, Wenwei Zhang, Bo Dai, Dahua Lin, Jiangmiao Pang
ICLR, 2024 (Spotlight)
project page / arXiv / code / bibtex

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Position-Guided Point Cloud Panoptic Segmentation Transformer
Zeqi Xiao*, Wenwei Zhang*, Tai Wang*, Chen Change Loy, Dahua Lin, Jiangmiao Pang
IJCV, 2024
arXiv / code / bibtex


Design and source code from Jon Barron's website