About Me
Mission-driven undergraduate student researcher at Stony Brook University, motivated to pursue challenging, high-impact problems across a rich spectrum of AI topics. I have been previously guided by Dr. Keze Wang during two formative years at Sun Yat-sen University's HCP Lab—a foundation that keeps me exploring widely and actively seeking new collaborations.
Education
Experience
Working on RD-Agent 
Projects
An evidence-backed skills library with 101,000+ curated skills across 21 domains, extracted from academic papers (PMC, arXiv, eLife) and technical sources (GitHub, StackOverflow). Features full-text search over offline SQLite bundles and an automated LLM-powered generation pipeline with source traceability.
Publications
Under Review / Submitted
- Cheng, Z., Li, J., Gao, Y., Sha, T., Tang, Y., Chang, L.-L., Dong, Y. WeatherBench-R: A Text-Only Benchmark for Evaluating Large Language Models over U.S. Weather Events. ACL ARR 2026
- Cheng, Z., Xu, H., Sha, T., Zhao, Y., Li, M., Dong, Y. TRIDENT: An Efficient Data-Free Model Extraction Attack for Graph Neural Networks. ICLR 2026
- Chen, Z., Sha, T., Chen, Y., Xu, B., Zheng, Y., Cheng, Z., Liu, J., Wang, K. DIAL-G²: Graph-Guided Dialectical Agent for Advanced ESG Reasoning. ICLR 2026
Accepted & Published
- Sha, T., Cheng, Z., Zhai, H., Ding, X., Chen, Z., Wang, K. FAST-CAD: Fairness-Aware Self-Supervised Framework for Automated Non-Contact Stroke Diagnosis. AAAI 2026 Oral
- Cheng, Z., Shen, B., Sha, T., Gao, Y., Dong, Y. ATOM: A Framework of Detecting Query-Based Model Extraction Attacks for Graph Neural Networks. KDD 2025
- Zhai, H., Chen, X., Zhang, C., Sha, T., Li, R. Mitigating Cache Noise in Test-Time Adaptation for Large Vision-Language Models. ICME 2025 Oral ICLR 2025 Workshop
- Chen, Z., Sha, T., Tang, Z., Wang, K. TsKAN: A Transparent Architecture for Improving the Interpretability of Multivariate Time Series Forecasting. ICLR 2025 Workshop
- Liao, J., Sha, T., Wang, Q., Zhong, Z., Lin, H. Orthogonal Filtering Alignment Network for Ship Detection in SAR Images Under Frequency Shift Interference. IGARSS 2025
Awards and Honors
- AAAI-26 Student Scholarship & Volunteer Program — Travel scholarship and selected student volunteer.
- China National Olympiad in Informatics (NOI) Winter Camp 2022 — Silver Medal (roughly comparable to USACO Platinum).
- NOIP 2021 — Provincial First Prize (Guangdong) (roughly comparable to USACO Gold).
- National College Student Mathematical Modeling Competition 2024 — Team Leader/Member, Provincial First Prize.
Service
Conference Reviewer
Journal Reviewer