Publications (Google Scholar)

Value-Decomposition Multi-Agent Actor-Critics
Jianyu Su, Stephen Adams, and Peter A. Beling. The 35th AAAI Conference on Artificial Intelligence. AAAI 2021.

Deep Multi-Agent Reinforcement Learning for Multi-Level Preventive Maintenance in Manufacturing Systems
Jianyu Su, Jing Huang, Stephen Adams, Qing Chang, Peter A. Beling. Expert Systems With Applications 2022.

Smart Index: A Hybrid Approach that Unifies Rule-based and Model-based Retrieval in Display Advertising System at JD.com
Jianyu Su, et al. Under Review.

Graph Convolution Networks for Probabilistic Modeling of Driving Acceleration
Jianyu Su, Peter A. Beling, Rui Guo, and Kyungtae Han. The 23rd IEEE International Conference on Intelligent Transportation Systems. ITSC 2020.

Counterfactual Multi-agent Reinforcement Learning with Graph Convolution Communication
Jianyu Su, Stephen Adams, Peter A. Beling. arXiv:2004.00470.

Graph Neural Network and Multi-Agent Reinforcement Learning for Machine-Process-System Integrated Control to optimize production line yield
Jing Huang, Jianyu Su, Qing Chang. Journal of Manufacturing Systems 2022.

Is my sensor sleeping, hibernating, or broken? A data-driven monitoring system for indoor energy harvesting sensors
Alan Wang, Jianyu Su, Arsalan Heydarian, Bradford Campbell, and Peter A. Beling. The 7th ACM International Conference on Systems for Energy-Efficient Buildings, Cities, and Transportation. BuildSys 2020.

The Standby Energy of Smart Devices: Problems, Progress, & Potential
Wenpeng Wang, Jianyu Su, Zackary Hicks, Bradford Campbell. 2020 IEEE/ACM Fifth International Conference on Internet-of-Things Design and Implementation. IoTDI.