Welcome to my academic base!

I am a first-year graduate student (2026–2028) at Tsinghua University, pursuing my Master’s degree in Software Engineering advised by Prof. Yue Gao at the iMoon Lab.

Research Interests 🔬

• Multimodal Large Models: Exploring multimodal foundation models that integrate visual, textual, and other modalities, with a focus on cross-modal understanding, reasoning, and generation.

• Visual Content Generation: Developing generative models for image and video content creation, editing, and enhancement, with an emphasis on controllability, fidelity, and generalization.

• Hypergraph Learning: Investigating hypergraph-based models to capture high-order relationships, enhance representation learning, and improve structural modeling in complex data.

Education 🎓

Tsinghua University

Sep 2026 –

M.S. in Software Engineering
Advised by Prof. Yue Gao at iMoon Lab

Nankai University

Sep 2022 – Jun 2026

B.E. in Software Engineering
Rank 1/130, Outstanding Graduate, National Scholarship

News 📰

• 2026.09 One paper was accepted to a NeurIPS 2026 workshop!

• 2026.09 Two papers were accepted to NeurIPS 2026!

• 2026.09 One paper was accepted by ACM Computing Surveys (CSUR)!

• 2026.08 One paper was accepted to Findings of EMNLP 2026!

• 2026.06 I graduated from Nankai University. I was also featured in the university’s admissions publicity, appearing in the same post as Zhang Yiming, founder of ByteDance. A memorable way to conclude my undergraduate journey! 🎓

• 2025.05 I have set up a Blog Site, welcome everyone to visit!

Internships 🧪

Media Computing Lab
2024.08 – 2025.10
Research intern, advised by Yun Liu and Ming-Ming Cheng

Publications 📚

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]

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]

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]

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]

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]

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]

Projects 💻

Immortal Verse: The Journey of Li Bai
2025 Migu M-Zone Most Valuable Application Award (3/1143, Top 0.3%) – 50,000 CNY.
[Code] [Demo] [Report]

Academic Service ✍️

• reviewer:IJCAI2026,ICMR2026

Awards 🏆

• 2026: Outstanding Graduate of Nankai University
• 2025: BYD Scholarship – 10,000 CNY
• 2024,2025: National Scholarship(1/127, 1/130, Top 0.8%) – 10,000 CNY
• 2024: Second Prize, National Level, China Mathematical Contest in Modeling（Top 2%）
• 2023: Gong-Neng Scholarship of Nankai University(5%) - 5000CNY
• 2023,2024,2025: Outstanding Student of Nankai University