Rethinking the Readout: Unlocking Video Backbones for AI-Generated Video Detection
Manni Cui^*, Ziheng Qin^*, ZiAn Wang, Ruiqi Liu, Dianyuan Zou, Jianglan Wei, Han Zhou, Yu Liu, Jingrui Xu, Wenhao Wang^†, Zhenyu Zhang^†

Preprint arXiv 2607.15321, Jul. 2026

GlobalForge: Towards Robust AI-Generated Image Detection
Manni Cui^*, Ruiqi Liu^*, Dianyuan Zou^*, Ziheng Qin, Jingrui Xu, ZiAn Wang, Jianglan Wei, Han Zhou, Yu Liu, Yan Wang^†, Shu Wu^†

Preprint arXiv 2607.14684, Jul. 2026

A Conditional Denoising Diffusion Probabilistic Model for RFI Mitigation in Synthetic Aperture Interferometric Radiometer
Yuankai Luo, Han Zhou, Jinlong Hao, Dong Zhu, Fei Hu^†

IEEE Geoscience and Remote Sensing Letters, Apr. 2026

Traj2Action: A Co-Denoising Framework for Trajectory-Guided Human-to-Robot Skill Transfer
Han Zhou^*, Jinjin Cao^*, Liyuan Ma^†, Xueji Fang, Guo-jun Qi

Preprint ArXiv 2510.00491, Sep. 2025

MANBench: Is Your Multimodal Model Smarter than Human?
Han Zhou, Qitong Xu, Yiheng Dong, Xin Yang^†

ACL'25 Findings, Feb. 2025