Guanting Chen

17 papers A* 2Misc 3Journal 12
YearRankTypeTitle / Venue / Authors
2025 J jnl
OMGPT: A Sequence Modeling Framework for Data-driven Operational Decision Making.
CoRR
Hanzhao Wang, Guanting Chen, Kalyan T. Talluri, Xiaocheng Li
2025 A* conf
Reward Modeling with Ordinal Feedback: Wisdom of the Crowd.
ICML
Shang Liu, Yu Pan, Guanting Chen, Xiaocheng Li
2025 J jnl
Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification.
Trans. Mach. Learn. Res.
Shang Liu, Zhongze Cai, Guanting Chen, Xiaocheng Li
2025 J jnl
What Matters in Data for DPO?
CoRR
Yu Pan, Zhongze Cai, Guanting Chen, Huaiyang Zhong, Chonghuan Wang
2024 A* conf
Learning to Make Adherence-aware Advice.
ICLR
Guanting Chen, Xiaocheng Li, Chunlin Sun, Hanzhao Wang
2024 J jnl
Reward Modeling with Ordinal Feedback: Wisdom of the Crowd.
CoRR
Shang Liu, Yu Pan, Guanting Chen, Xiaocheng Li
2024 J jnl
Technical Note - An Improved Analysis of LP-Based Control for Revenue Management.
Oper. Res.
Guanting Chen, Xiaocheng Li, Yinyu Ye
2024 J jnl
Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification.
CoRR
Shang Liu, Zhongze Cai, Guanting Chen, Xiaocheng Li
2024 J jnl
Uncertainty Estimation and Quantification for LLMs: A Simple Supervised Approach.
CoRR
Linyu Liu, Yu Pan, Xiaocheng Li, Guanting Chen
2024 J jnl
Understanding the Training and Generalization of Pretrained Transformer for Sequential Decision Making.
CoRR
Hanzhao Wang, Yu Pan, Fupeng Sun, Shang Liu, Kalyan T. Talluri, Guanting Chen, Xiaocheng Li
2023 J jnl
Facilitating Battery Swapping Services for Freight Trucks with Spatial-Temporal Demand Prediction.
CoRR
Linyu Liu, Zhen Dai, Shiji Song, Xiaocheng Li, Guanting Chen
2023 J jnl
Learning to Make Adherence-Aware Advice.
CoRR
Guanting Chen, Xiaocheng Li, Chunlin Sun, Hanzhao Wang
2021 J jnl
An Adaptive State Aggregation Algorithm for Markov Decision Processes.
CoRR
Guanting Chen, Johann Demetrio Gaebler, Matt Peng, Chunlin Sun, Yinyu Ye
2021 J jnl
Fairer LP-based Online Allocation.
CoRR
Guanting Chen, Xiaocheng Li, Yinyu Ye
2020 Misc conf
Unbiased Gradient Simulation for Zeroth-Order Optimization.
WSC
Guanting Chen
2020 Misc conf
Unbiased Simulation Estimators for Path Integrals of Diffusions.
WSC
Guanting Chen, Alexander D. Shkolnik, Kay Giesecke
2019 Misc conf
Unbiased Simulation Estimators for Jump-Diffusions.
WSC
Guanting Chen, Alexander D. Shkolnik, Kay Giesecke