I am Tianxiao Huang, a junior undergraduate student majoring in Cyber Science and Engineering (Honors Class) at Wuhan University. I hold an overall rank of 1st/20, with a current GPA of 3.84/4.0 (Academic Rank: 4th/20).

My research interests include AI Security, Large Language Models (LLMs), and Multimodal LLMs. Currently, I am conducting research at the NIS&P Lab, Wuhan University, supervised by Prof. Qian Wang.

🔥 News

• 2026.05:  🎉🎉 Our paper VOID has been accepted by USENIX Security 2026!
• 2026.05:  📝📝 Two papers have been resubmitted to NeurIPS 2026 after major revision.
• 2026.05:  📝📝 One paper is currently under review at NeurIPS 2026.
• 2026.05:  📝📝 One paper is under major revision, targeting EMNLP 2026.
• 2025.10:  🏅🏅 Honored to receive the National Scholarship (Top 0.3% nationwide) and Wuhan University First-Class Scholarship.
• 2025.08:  🏆🏆 Won the First Prize in the 1st National AI Security Competition as the Team Leader.
• 2025.08:  ✈️✈️ Attended the 13th University Scholars Leadership Symposium (USLS) in Kuala Lumpur, Malaysia.
• 2025.07:  ✈️✈️ Participated in the AI Summer Program at the National University of Singapore (NUS).

📝 Selected Publications

🎉 Accepted @ USENIX Security 2026

VOID: Defeating Unauthorized Mimicry in Latent Diffusion Models

Co-authors including Tianxiao Huang  ·  Third Author

Proposes a semantic destruction framework to protect artistic styles and identities in latent diffusion models.

Under Review

Structure vs. Chaos: Asymmetric Entropic Optimization for Enforcing Instruction Hierarchy

Tianxiao Huang, et al.  ·  First Author

Focuses on the "asymmetric logic" in latent representations to mitigate instruction injection attacks.

Under Review

Combating Instruction Conflict via Energy-Driven Latent Conflict Detection

Co-authors including Tianxiao Huang  ·  Co-First Author

Detects response drift using energy-based models on deep latent features of large language models.

🏅 Honors and Awards

• 2025.10 National Scholarship (Top 0.3% nationwide) (2024-2025), Ministry of Education of China
• 2025.10 First-Class Scholarship, Wuhan University
• 2025.08 First Prize, 1st National College Student Artificial Intelligence Security Competition (Team Leader)
• 2025.08 First Prize, 27th China Robotics & AI Competition (National Final)
• 2025.05 Second Prize, 16th Lanqiao Cup AI Project National Selection
• 2025.05 First Prize, “SFLEP Cup” Cross-Cultural Communication Contest (Wuhan Univ.)

📖 Education

2023.09 - Present

B.Eng. in Cyber Science and Engineering (Honors Class)
Wuhan University
GPA: 3.84/4.0 (Overall Rank: 1/20)

🌟 Exchange & Extracurricular

• 2025.08 13th University Scholars Leadership Symposium (USLS) in Kuala Lumpur, Malaysia, hosted by Humanitarian Affairs Asia.
• 2025.07 Short-term AI Program at the National University of Singapore (NUS).
• 2024.01 AI Winter Program at the University of Cambridge.

💻 Skills

• English: CET-6 (679, Top 1%), CET-4 (672). Excellent reading, writing, and cross-cultural communication skills.
• Programming: CSP Certification (230 points, Top 11.17%). Proficient in AI model deployment and deep learning frameworks.