Selected Publications
- “Reinforcement Learning with Imperfect Transition Predictions: A Bellman-Jensen Approach“
Chenbei Lu, Zaiwei Chen, Tongxin Li, Chenye Wu, Adam Wierman
NeurIPS 2025 (Spotlight). - “Overcoming the Curse of Dimensionality in Reinforcement Learning Through Approximate Factorization“
Chenbei Lu, Laixi Shi, Zaiwei Chen, Chenye Wu, Adam Wierman
ICML 2025. [pdf]- “On the Optimal Deterministic Policy Learning in Chance-constrained Markov Decision Processes“
Hongyu Yi*, Chenbei Lu*, Chenye Wu
IEEE Control Systems Letters. [pdf]- “Self-Improving Online Storage Control for Stable Wind Power Commitment“
Chenbei Lu, Hongyu Yi, Jiahao Zhang, Chenye Wu
IEEE Transactions on Smart Grid. [pdf]- “Sample-Adaptive Robust Economic Dispatch with Statistical Guarantees”
Chenbei Lu, Nan Gu, Wenqian Jiang, Chenye Wu
IEEE Transactions on Power Systems. [pdf]- “Deadline Differentiated Dynamic EV Charging Price Menu Design“
Chenbei Lu, Jiaman Wu, Jingshi Cui, Yanyan Xu, Chenye Wu, and Marta C. Gonzalez.
IEEE Transactions on Smart Grid. [pdf]- “Privacy Preserving User Energy Consumption Profiling: From Theory to Application“
Chenbei Lu, Jingshi Cui, Haoxiang Wang, Hongyu Yi, and Chenye Wu.
IEEE Transactions on Smart Grid. [pdf]- “Effective End-to-end Learning Framework for Economic Dispatch“
Chenbei Lu, Wenqian Jiang, and Chenye Wu.
IEEE Transactions on Network Science and Engineering. [pdf]- “Manipulation-Proof Virtual Bidding Mechanism Design“
Chenbei Lu, Jinhao Liang, Nan Gu, Haoxiang Wang, and Chenye Wu.
IEEE Transactions on Energy Market, Policy and Regulation. [pdf]
