牛溥华
博士研究生，讲师
niupuhua@tyut.edu.cn
研究方向
教育&工作背景
代表性成果
变分推理，因果推理，强化学习，图概率模型，生成式AI模型
2013.09—2017.07 太原理工大学 本科
2019.08—2021.12 Texas A&M University 硕士
2022.01—2025.12 Texas A&M University 博士
2026.03—至今 太原理工大学 讲师
论文：
1.Puhua Niu, Shili Wu, and Xiaoning Qian. Evaluating GFlowNet from partial episodes for stable and flexible policy-based training. In International Conference on Learning Representations (ICLR), 2026.
2.Puhua Niu, Shili Wu, Mingzhou Fan, and Xiaoning Qian. GFlowNet training by policy gradients. In International Conference on Machine Learning (ICML), 2024.
3.Puhua Niu, Maria J. Soto, Byung-Jun Yoon, Edward R. Dougherty, Francis J. Alexander, Ian Blaby, and Xiaoning Qian. TRIMER: Transcription regulation integrated with metabolic regulation. Cell Iscience, 24(11), 2021.
