Lincan Li

PhD student, Florida State University

Joined

April 2023

Names

Lincan Li (Preferred)

Emails

****@zju.edu.cn (Confirmed)

****@unsw.edu.au (Confirmed)

****@fsu.edu (Confirmed)

Personal Links

Career & Education History

PhD student

Florida State University (fsu.edu)

2025 – 2029

Researcher

University of New South Wales (unsw.edu.au)

2023 – 2024

Advisors, Relations & Conflicts

Coauthor

Yue Zhao

Present

PhD Advisor

Yushun Dong

2025 – 2030

Expertise

Large Language Models

Agentic AI

Retrieval-Augmented Generation

LLM Post Training

Multimodal

2023 – 2028

spatial-temporal data mining

AI for Urban Intelligence

AI for Healthcare

2020 – 2028

Trustworthy AI

LLM Security

LLM Safety

2020 – 2028

Publications

PEANuT: Parameter-Efficient Adaptation with Weight-aware Neural Tweakers
Yibo Zhong, Haoxiang Jiang, Lincan Li, Ryumei Nakada, Tianci Liu, Linjun Zhang, Huaxiu Yao, Haoyu Wang
- Proceedings of the 32nd ACM SIGKDD Conference on Knowledge Discovery and Data Mining
- Readers: Everyone
LLM-Empowered Patient-Provider Communication: A Data-Centric Survey From a Clinical Perspective
Ruosi Shao, Md Shamim Seraj, Kangyi Zhao, Yingtao Luo, Lincan Li, Bolin Shen, Averi Bates, Yue Zhao, Chongle Pan, Lisa Hightow-Weidman, Shayok Chakraborty, Yushun Dong
- Proceedings of the 14th International Joint Conference on Natural Language Processing and the 4th Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics
- Readers: Everyone
TyphoFormer: Language-Augmented Transformer for Accurate Typhoon Track Forecasting
Lincan Li, Eren Ozguven, Yue Zhao, Guang Wang, Yiqun Xie, Yushun Dong
- SIGSPATIAL '25: Proceedings of the 33rd ACM International Conference on Advances in Geographic Information Systems
- Readers: Everyone
A Survey on Model Extraction Attacks and Defenses for Large Language Models
Kaixiang Zhao, Lincan Li, Kaize Ding, Neil Zhenqiang Gong, Yue Zhao, Yushun Dong
- Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining
- Readers: Everyone
EEG-RAGNet: Retrieval-Augmented Graph Structure Refinement for Clinical Seizure Diagnosis
Lincan Li, Zheng Chen, Yushun Dong
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Di-GraphGAN: An Enhanced Adversarial Learning Framework for Accurate Spatial-Temporal Traffic Forecasting Under Data Missing Scenarios
Lincan Li, Jichao Bi, Kaixiang Yang, Fengji Luo
- Information Sciences
- Readers: Everyone
Data-centric evolution in autonomous driving: A comprehensive survey of big data system, data mining, and closed-loop technologies
Lincan Li, Wei Shao, Yijun Tian, Qiming Zhang, Kaixiang Yang, Wenjie Zhang
- OpenReview Archive Direct Upload
- Readers: Everyone
STG-Mamba: Spatial-temporal graph learning via selective state space model
Lincan Li, Hanchen Wang, Wenjie Zhang
- OpenReview Archive Direct Upload
- Readers: Everyone
STS-CCL: Spatial-Temporal Synchronous Contextual Contrastive Learning for Urban Traffic Forecasting
Lincan Li, Kaixiang Yang, Jichao Bi, Fengji Luo
- IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2024)
- Readers: Everyone
Neat: Nonlinear Parameter-efficient Adaptation of Pre-trained Models
Yibo Zhong, Haoxiang Jiang, Lincan Li, Ryumei Nakada, Tianci Liu, Linjun Zhang, Huaxiu Yao, Haoyu Wang
- Submitted to ICLR 2025
- Readers: Everyone

View all 14 publications

Co-Authors

View all 40 co-authors