Unbiased Simulation Estimators for Jump-Diffusions. - Guanting Chen 001; Alexander D. Shkolnik; Kay Giesecke (WSC, 2019)

Unbiased Gradient Simulation for Zeroth-Order Optimization. - Guanting Chen 001 (WSC, 2020)

Unbiased Simulation Estimators for Path Integrals of Diffusions. - Guanting Chen 001; Alexander D. Shkolnik; Kay Giesecke (WSC, 2020)

An Adaptive State Aggregation Algorithm for Markov Decision Processes. - Guanting Chen 001; Johann Demetrio Gaebler; Matt Peng; Chunlin Sun; Yinyu Ye 001 (CoRR, 2021)

Fairer LP-based Online Allocation. - Guanting Chen 001; Xiaocheng Li; Yinyu Ye 001 (CoRR, 2021)

Facilitating Battery Swapping Services for Freight Trucks with Spatial-Temporal Demand Prediction. - Linyu Liu; Zhen Dai; Shiji Song; Xiaocheng Li; Guanting Chen 001 (CoRR, 2023)

Learning to Make Adherence-aware Advice. - Guanting Chen 001; Xiaocheng Li; Chunlin Sun; Hanzhao Wang (ICLR, 2024)

Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach. - Linyu Liu; Yu Pan; Xiaocheng Li; Guanting Chen 001 (CoRR, 2024)

Understanding the Training and Generalization of Pretrained Transformer for Sequential Decision Making. - Hanzhao Wang; Yu Pan; Fupeng Sun; Shang Liu; Kalyan T. Talluri; Guanting Chen 001; Xiaocheng Li (CoRR, 2024)

Reward Modeling with Ordinal Feedback: Wisdom of the Crowd. - Shang Liu; Yu Pan; Guanting Chen 001; Xiaocheng Li (CoRR, 2024)

Technical Note - An Improved Analysis of LP-Based Control for Revenue Management. - Guanting Chen 001; Xiaocheng Li; Yinyu Ye 001 (Oper. Res., 2024)

Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification. - Shang Liu; Zhongze Cai; Guanting Chen 001; Xiaocheng Li (Trans. Mach. Learn. Res., 2025)

OMGPT: A Sequence Modeling Framework for Data-driven Operational Decision Making. - Hanzhao Wang; Guanting Chen 001; Kalyan T. Talluri; Xiaocheng Li (CoRR, 2025)