Hello!😊 I’m a first-year PhD candidate of Harbin Institute of Technology, majoring in Computer Science, at Computing Faculty.

My research interests includes Causal Discovery, Time Series Forecasting and Reinforcement Learning. If you are seeking any form of academic cooperation, please feel free to email me at shenrujia@stu.hit.edu.cn.

Currently, I am a PhD at Web Intelligence Laboratory supervised by Prof. Yi Guan and Prof. Jingchi Jiang.

If you like the template of this homepage, welcome to star and fork Yi Ren’s open-sourced template version AcadHomepage .

🔥 News

2025.12: 🎉 Our 2 works are accepted by BIBM 2025.
2025.12: 🎉 Our STIC is accepted by Mathematics.
2025.06: 🎉 Our HRL is accepted by Expert Systems with Applications.
2025.06: 🎉 Our BINN is accepted by Computer Methods and Programs in Biomedicine.
2025.02: 🎉 Our HCD is accepted by IEEE Transactions on Knowledge and Data Engineering.

📝 Publications

Jiang, J., Shen, R., Zhao, C., Guan, Y., Yu, X., & Fu, X. (2025). Causal discovery based on hierarchical reinforcement learning. Expert Systems with Applications, 279, 127466.
Jiang, J., Shen, R., Yang, Y., Wang, B., & Guan, Y. (2025). A bidirectional reasoning approach for blood glucose control via invertible neural networks. Computer Methods and Programs in Biomedicine, 108844.
Shen, R., Li, M., Zhao, C., Wang, B., Guan, Y., Liu, J., & Jiang, J. (2025). Hierarchical causal discovery from large-scale observed variables. IEEE Transactions on Knowledge and Data Engineering.
Li, S., Liu, J., Yang, Y., Shen, R., & Jiang, J. (2025). Thinking as human: Self-reflective reinforcement learning framework for fertilization decision-making. Smart Agricultural Technology, 10, 100841.
Shen, R., Guan, Y., Liu, L., Yang, Y., Wang, B., Zhao, C., & Jiang, J. (2025). Causal Discovery from Time-Series Data with Short-Term Invariance-Based Convolutional Neural Networks. Mathematics.
Shen, R., Lin, Y., Wang, B., Liu, L., Guan, Y., & Jiang, J. (2024, December). Forecasting Influenza Like Illness based on White-Box Transformers. In 2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) (pp. 3691-3694). IEEE.
Liu, L., Guan, Y., Wang, Z., Shen, R., Zheng, G., Fu, X., … & Jiang, J. (2024). An interactive food recommendation system using reinforcement learning. Expert Systems with Applications, 254, 124313.

🛠️ Projects

Kwoo Kwoo: The first officially approved large-scale agricultural model in China.

🎖️ Honors

Outstanding Graduates, 2025.

📖 Educations

2025.03 - Now, PhD Student, Harbin Institute of Technology, Harbin.
2022.09 - 2024.12, Master Student, Harbin Institute of Technology, Harbin.
2018.08 - 2022.06, Undergraduate, Harbin Institute of Technology, Harbin.

💻 Internships