Publications
You can also find my articles on my Google Scholar profile.
NeurIPS 2026 Workshop 
StyREx: Training-Free Red-Teaming of MLLMs via Structured Style Recipe Search
Mengqi Lei*, Guohuan Xie*, Ruihan Wang, Wenjie Tang, Zohn Wang, Haoning Xi, and Siqi Li†
* Equal contribution.
[arXiv][Code][Demo]
Mengqi Lei*, Guohuan Xie*, Ruihan Wang, Wenjie Tang, Zohn Wang, Haoning Xi, and Siqi Li†
* Equal contribution.
[arXiv][Code][Demo]
NeurIPS 2026 · CCF A 
PreCoMem: Predictive Cognitive Memory for Self-Evolving Long-Term Dialogue Agents
Zhong Jian, Zeyu Liu, Pingchuan Cao, Rongduo Han, Shunye Tang, Guohuan Xie, Mingyuan Qin, Ran Ji, Xiao Liang, Haining Zhang, and Wei Wang†
[arXiv][Code][Demo]
Zhong Jian, Zeyu Liu, Pingchuan Cao, Rongduo Han, Shunye Tang, Guohuan Xie, Mingyuan Qin, Ran Ji, Xiao Liang, Haining Zhang, and Wei Wang†
[arXiv][Code][Demo]
NeurIPS 2026 · CCF A 
Vision Correlators: Correlation-Driven Visual Understanding with Hypergraphs
Mengqi Lei, Guohuan Xie, Siqi Li, Shihui Ying, Shaoyi Du, Jun-Hai Yong, Nanning Zheng, and Yue Gao†
[arXiv][Code][Demo]
Mengqi Lei, Guohuan Xie, Siqi Li, Shihui Ying, Shaoyi Du, Jun-Hai Yong, Nanning Zheng, and Yue Gao†
[arXiv][Code][Demo]
EMNLP 2026 Findings · CCF B 
EvalMem: An Operation-Level Diagnostic Framework for Long-Term Memory Systems
Zeyu Liu, Jian Zhong, Rongduo Han, Ziyang Wu, Shunye Tang, Chenghao He, Yaxuan Yang, Yihang Qiu, Ailing Wang, Xiao Liang, Guohuan Xie, Xiaokang Xue, Gongchen Li, Haining Zhang, and Wei Wang†
[arXiv][Code][Demo]
Zeyu Liu, Jian Zhong, Rongduo Han, Ziyang Wu, Shunye Tang, Chenghao He, Yaxuan Yang, Yihang Qiu, Ailing Wang, Xiao Liang, Guohuan Xie, Xiaokang Xue, Gongchen Li, Haining Zhang, and Wei Wang†
[arXiv][Code][Demo]
under review 
Make It Up: Fake Images, Real Gains in Generalized Few-shot Semantic Segmentation
Guohuan Xie, Xin He, Dingying Fan, Le Zhang, Ming-Ming Cheng, and Yun Liu†
[arXiv][Code][Demo]
Guohuan Xie, Xin He, Dingying Fan, Le Zhang, Ming-Ming Cheng, and Yun Liu†
[arXiv][Code][Demo]
CSUR 2026 · SCI 一区 · IF 30.4 
A Comprehensive Survey on Video Scene Parsing: Advances, Challenges, and Prospects
Guohuan Xie, Syed Ariff Syed Hesham, Wenya Guo, Bing Li, Ming-Ming Cheng, Guolei Sun, and Yun Liu†
[arXiv][Code]
Guohuan Xie, Syed Ariff Syed Hesham, Wenya Guo, Bing Li, Ming-Ming Cheng, Guolei Sun, and Yun Liu†
[arXiv][Code]