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Guanting Chen

Orcid: 0000-0003-1354-5192

Affiliations:
  • University of North Carolina, Department of Statistics and Operations Research, Chapel Hill, NC, USA
  • Stanford University, Institute for Computational and Mathematical Engineering, CA, USA (PhD)


According to our database1, Guanting Chen authored at least 13 papers between 2019 and 2025.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
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Links

Online presence:

On csauthors.net:

Bibliography

2025
OMGPT: A Sequence Modeling Framework for Data-driven Operational Decision Making.
[BibTeX]
[DOI]
Hanzhao Wang
,
Guanting Chen
,
Kalyan T. Talluri
,
Xiaocheng Li
CoRR, May, 2025

Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification.
[BibTeX]
[DOI]
Shang Liu
,
Zhongze Cai
,
Guanting Chen
,
Xiaocheng Li
Trans. Mach. Learn. Res., 2025

2024
Technical Note - An Improved Analysis of LP-Based Control for Revenue Management.
[BibTeX]
[DOI]
Guanting Chen
,
Xiaocheng Li
,
Yinyu Ye
Oper. Res., 2024

Reward Modeling with Ordinal Feedback: Wisdom of the Crowd.
[BibTeX]
[DOI]
Shang Liu
,
Yu Pan
,
Guanting Chen
,
Xiaocheng Li
CoRR, 2024

Understanding the Training and Generalization of Pretrained Transformer for Sequential Decision Making.
[BibTeX]
[DOI]
Hanzhao Wang
,
Yu Pan
,
Fupeng Sun
,
Shang Liu
,
Kalyan T. Talluri
,
Guanting Chen
,
Xiaocheng Li
CoRR, 2024

Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach.
[BibTeX]
[DOI]
Linyu Liu
,
Yu Pan
,
Xiaocheng Li
,
Guanting Chen
CoRR, 2024

Learning to Make Adherence-aware Advice.
[BibTeX]
[DOI]
Guanting Chen
,
Xiaocheng Li
,
Chunlin Sun
,
Hanzhao Wang
Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023
Facilitating Battery Swapping Services for Freight Trucks with Spatial-Temporal Demand Prediction.
[BibTeX]
[DOI]
Linyu Liu
,
Zhen Dai
,
Shiji Song
,
Xiaocheng Li
,
Guanting Chen
CoRR, 2023

2021
Fairer LP-based Online Allocation.
[BibTeX]
[DOI]
Guanting Chen
,
Xiaocheng Li
,
Yinyu Ye
CoRR, 2021

An Adaptive State Aggregation Algorithm for Markov Decision Processes.
[BibTeX]
[DOI]
Guanting Chen
,
Johann Demetrio Gaebler
,
Matt Peng
,
Chunlin Sun
,
Yinyu Ye
CoRR, 2021

2020
Unbiased Simulation Estimators for Path Integrals of Diffusions.
[BibTeX]
[DOI]
Guanting Chen
,
Alexander D. Shkolnik
,
Kay Giesecke
Proceedings of the Winter Simulation Conference, 2020

Unbiased Gradient Simulation for Zeroth-Order Optimization.
[BibTeX]
[DOI]
Guanting Chen
Proceedings of the Winter Simulation Conference, 2020

2019
Unbiased Simulation Estimators for Jump-Diffusions.
[BibTeX]
[DOI]
Guanting Chen
,
Alexander D. Shkolnik
,
Kay Giesecke
Proceedings of the 2019 Winter Simulation Conference, 2019


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