CV

Education

B.Eng. in Software Engineering, Hefei University of Technology, 2023 – 2027
GPA: 90.78/100 (Top 1.75%)
Remote Research Intern, NExT++ Research Centre, National University of Singapore, 2025 – Present
Supervised by Dr. Yonghui Yang and Prof. Tat-Seng Chua (NUS Chair Professor, Singapore National Academy of Sciences)

All work conducted at NUS NExT++ Research Centre.

LLM Deep Safety Alignment (BEACON)
First Author · Targeting ICLR 2027 (CCF-A) · 2025–Present
Quantified a belief-behavior gap where internal probes detect harmful intent with >95% accuracy, yet model compliance surges from <2% to >50% as prefix length grows. Proposed BEACON: token-wise consistency losses that cut adversarial attack success from >50% to ≤5% across four models and up to 3,000-token prefixes.
S³: Suppressing Method-Specific Shortcuts for Generalizable Deepfake Detection
First Author · ACM MM 2026 (CCF-A, Under Review) · 2025–2026
Identified that trained detectors classify forgery method rather than forgery presence — a shortcut making OOD collapse structurally inevitable. Designed NSP (gradient projection) and NAE (plug-in inference module); cross-domain AUC gains exceed 10× in-domain cost across four backbones.
NeVA: Controllable Value Alignment in LLMs via Neuron-Level Editing
Co-first Author · WWW 2026 (CCF-A, Under Review) · 2026
Locates and edits sparse neuron subsets governing specific value outputs in LLMs/LVLMs for fine-grained alignment without parameter updates.
CLEAR: Null-Space Projection for Cross-Modal De-Redundancy in Multimodal Recommendation
Co-first Author · AAAI (CCF-A, Submitting) · 2025–2026
Cross-modal redundancy removal via null-space projection of dominant covariance subspace — plug-and-play, no auxiliary loss.

National Scholarship, Top 1% — Ministry of Education of China (2024)
Gold Medal — CCPC National Invitational, Nanchang (2026)
Silver Medal — CCPC National Invitational, Guiyang (2026)
Bronze Medal — ICPC Asia Regional, Chengdu (2025)
Bronze Medal, 2× — CCPC Regional, Jinan & Zhengzhou (2025)
Bronze Medal — CCF CCSP; CSP 360/500, Top 1% (2025)
First Prize, 2× — Anhui Province Robot Competition, Programming Track (2024, 2025)
Gold Prize — Anhui Province Innovation Competition (2024)

ACM Team Leader, HFUT XCPC Team (Binary Algorithm Studio), 2024–Present
CCPC National Gold Medalist; lead daily training for 20+ members; problem setter for HFUT ACM Contest & Anhui Province Competition (100+ teams).
Video Team Lead, HFUT University Media Center, 2023–2025
Produced 10+ official videos (several adopted by Xinhua News Agency); organized photography courses for 300+ students.

Research: LLM Safety & Alignment, Robust Deepfake Detection, Interpretability
Languages & Frameworks: Python, C/C++, Java, PyTorch, Qt, modern web frameworks
Tools: MATLAB, LaTeX, Git; English CET-6: 553
Open Source: ManimVE rendering engine maintainer; Bilibili educational creator