Hello!😊 I’m a second-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

2026.07: 🎉 Our 1 works are accepted by Expert Systems with Applications.
2026.06: 🎉 Our 1 works are accepted by Computers and Electronics in Agriculture.
2026.04: 🎉 Our 1 works are accepted by ACL 2026.
2025.12: 🎉 Our 2 works are accepted by BIBM 2025.
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

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.
Shen, R., Guan, Y., Liu, L., et al. Blood Glucose Forecasting Via Fusing Intra-and Inter-Variable Variations[C]//2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM). IEEE, 2025: 6551-6558.
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.
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.
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.
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.
Li, S., Liu, J., Shen, R.*, et al. LefNet: Lightweight Explainable Fast-trained Network for wheat growth prediction and mechanism resolving[J]. Computers and Electronics in Agriculture, 2026, 253: 112194.
Li, S., Liu, J., Shen, R., et al. Empowering Agricultural Decision Making with CLM: Mechanism Guided Crop Large Model[J]. Expert Systems with Applications, 2026: 133752.
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.
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.
Liu, L., Guan, Y., Li, Y., Shen, R., et al. T1D-MLLM: Multimodal Large Language Model and Cross-Scenario Dataset for Multi-Scenario Management of Type 1 Diabetes[C]//2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM). IEEE, 2025: 1097-1103.
Liu, L., Li, Y., Liu, Y., Shen, R., et al. Feasible is Not Enough: Cost-Aware Optimal Tool-Chain Planning on Multi-Solution Tool Graphs[C]//Findings of the Association for Computational Linguistics: ACL 2026. 2026: 17387-17403.
Liu, L., Guan, Y., Shen, R., et al. GlucoAPRL: Ahead-Planning Reinforcement Learning Mechanism for Safe Blood Glucose Regulation[C]//ICASSP 2026-2026 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2026: 4456-4460.

🛠️ 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