| 2026 | ACL | Representation Interventions Enable Lifelong Knowledge Memory Control in LLMs. | Xuyuan Liu, Shengyu Chen, Xinshuai Dong, Yanchi Liu, Xujiang Zhao, Haoyu Wang, Yujun Yan, Haifeng Chen, Zhengzhang Chen |
| 2026 | KDD | Physics-enhanced Neural Operator: An Application in Simulating Turbulent Transport. | Shengyu Chen, Peyman Givi, Can Zheng, Xiaowei Jia |
| 2026 | KDD | X-MethaneWet: A Cross-scale Global Wetland Methane Emission Benchmark Dataset for Advancing Science Discovery with AI. | Yiming Sun, Shuo Chen, Shengyu Chen, Chonghao Qiu, Licheng Liu, Youmi Oh, Sparkle L. Malone, Gavin McNicol, Qianlai Zhuang, Chris Smith, Yiqun Xie, Xiaowei Jia |
| 2026 | WWW | Learning to Route: A Rule-Driven Agent Framework for Hybrid-Source Retrieval-Augmented Generation. | Haoyue Bai, Haoyu Wang, Shengyu Chen, Zhengzhang Chen, Lu-An Tang, Wei Cheng, Yanjie Fu, Haifeng Chen |
| 2025 | PAKDD | A Survey of Foundation Models for Environmental Science. | Runlong Yu, Shengyu Chen, Yiqun Xie, Xiaowei Jia |
| 2023 | CIKM | Meta-Transfer-Learning for Time Series Data with Extreme Events: An Application to Water Temperature Prediction. | Shengyu Chen, Nasrin Kalanat, Simon N. Topp, Jeffrey M. Sadler, Yiqun Xie, Zhe Jiang, Xiaowei Jia |
| 2023 | ISKE | Coordinated Virtual Inertial Control of DFIG with BESS for Frequency Support. | Shengyu Chen, Guidong Zhang, Samson Shenglong Yu, Yun Zhang, Zhong Li |
| 2023 | SDM | Physics-Guided Meta-Learning Method in Baseflow Prediction over Large Regions. | Shengyu Chen, Yiqun Xie, Xiang Li, Xu Liang, Xiaowei Jia |
| 2023 | SDM | Physics-guided Graph Diffusion Network for Combining Heterogeneous Simulated Data: An Application in Predicting Stream Water Temperature. | Xiaowei Jia, Shengyu Chen, Can Zheng, Yiqun Xie, Zhe Jiang, Nasrin Kalanat |
| 2022 | KDD | Physics-Guided Graph Meta Learning for Predicting Water Temperature and Streamflow in Stream Networks. | Shengyu Chen, Jacob A. Zwart, Xiaowei Jia |
| 2022 | UAI | Physics guided neural networks for spatio-temporal super-resolution of turbulent flows. | Tianshu Bao, Shengyu Chen, Taylor T. Johnson, Peyman Givi, Shervin Sammak, Xiaowei Jia |
| 2022 | SDM | Modeling Reservoir Release Using Pseudo-Prospective Learning and Physical Simulations to Predict Water Temperature. | Xiaowei Jia, Shengyu Chen, Yiqun Xie, Haoyu Yang, Alison P. Appling, Samantha Oliver, Zhe Jiang |
| 2021 | ICDM | Heterogeneous Stream-reservoir Graph Networks with Data Assimilation. | Shengyu Chen, Alison P. Appling, Samantha Oliver, Hayley Corson-Dosch, Jordan S. Read, Jeffrey M. Sadler, Jacob Zwart, Xiaowei Jia |
| 2021 | ICDM | Physics-Guided Machine Learning from Simulation Data: An Application in Modeling Lake and River Systems. | Xiaowei Jia, Yiqun Xie, Sheng Li, Shengyu Chen, Jacob Zwart, Jeffrey M. Sadler, Alison P. Appling, Samantha Oliver, Jordan S. Read |
| 2019 | ITNAC | Two-Tier Spectrum Trading Strategy for Heterogeneous Cognitive Radio Networks. | Xiaowen Huang, Wenjie Zhang, Liwei Yang, Chai Kiat Yeo, Shengyu Chen |