Shaoang Li

Postdoctoral Researcher, Stony Brook University
Department of Applied Mathematics and Statistics shaoang.li@stonybrook.edu Google Scholar

Publications

* Equal contribution. Underline indicates me.

Recent Preprints
Learning Evidence Highlighting for Frozen LLMs
Shaoang Li*, Yanhang Shi*, Yufei Li, Mingfu Liang, Xiaohan Wei, Yunchen Pu, Fei Tian, Chonglin Sun, Frank Shyu, Luke Simon, Sandeep Pandey, Xi Liu, Jian Li
arXiv:2604.22565, 2026. [arXiv]
POLAR: Online Learning for LoRA Adapter Caching and Routing in Edge LLM Serving
Shaoang Li, Jian Li
arXiv:2604.16583, 2026. [arXiv]
Accepted Papers
Near-Optimal Online Deployment and Routing for Streaming LLMs
Shaoang Li, Jian Li
ICLR 2026
Constrained Feedback Learning for Non-Stationary Multi-Armed Bandits
Shaoang Li, Jian Li
NeurIPS 2025
Don't Restart, Just Reuse: Reoptimizing MILPs with Dynamic Parameters
Sijia Zhang, Shuli Zeng, Shaoang Li, Feng Wu, Shaojie Tang, Xiang-Yang Li
ICML 2025
Guiding Large Language Models in Modeling Optimization Problems via Question Partitioning
Xiaotian Pan, Junhao Fang, Feng Wu, Sijia Zhang, Yi-Xiang Hu, Shaoang Li, Xiang-Yang Li
IJCAI 2025
Learning to Select Nodes in Branch and Bound with Sufficient Tree Representation
Sijia Zhang, Shuli Zeng, Shaoang Li, Feng Wu, Xiang-Yang Li
ICLR 2025
DPShaping: Balancing Privacy Guarantee and Communication Cost in IoT Traffic Shaping
Sijia Zhang, Xiang Cui, Haohua Du, Shaoang Li, Yingqi Yu, Jiahui Hou, Xiang-Yang Li
ACM TOSN 2025
FFCG: Effective and Fast Family Column Generation for Solving Large-Scale Linear Program
Yi-Xiang Hu, Feng Wu, Shaoang Li, Yifang Zhao, Xiang-Yang Li
AAAI 2025
Bandits with Concave Aggregated Reward
Yingqi Yu, Sijia Zhang, Shaoang Li, Lan Zhang, Wei Xie, Xiang-Yang Li
IJCAI 2024
Optimal Arms Identification with Knapsacks
Shaoang Li, Lan Zhang, Yingqi Yu, Xiang-Yang Li
ICML 2023
TVFL: Tunable Vertical Federated Learning towards Communication-Efficient Model Serving
Junhao Wang, Lan Zhang, Yihang Cheng, Shaoang Li, Hong Zhang, Dongbo Huang, Lan Xu
INFOCOM 2023
Reinforcement Learning for Node Selection in Mixed Integer Programming
Sijia Zhang, Shaoang Li, Feng Wu, Xiang-Yang Li
MASS 2023
Online Pricing with Limited Supply and Time-Sensitive Valuations
Shaoang Li, Lan Zhang, Xiang-Yang Li
INFOCOM 2022