About me
I am a third-year Ph.D. student at Sun Yat-sen University (SYSU), excepted to graduate in July 2026. I am fortunate to be advised by Prof. Jiahai Wang. Currently, I am also a visiting student at Nanyang Techonological University (NTU), cosupervised by Prof. Wenya Wang. Prior to this, I completed my M.Eng Degree at Central China Normal University in 2022 under the guidance of Prof. Jianwen Sun. I earned my B.Eng. Degree from Tianjin University in 2018.
My current research interests mainly lie in Reasoning with LLMs (especially in Mathematical Reasoning), Tool/Memory Augmented LLMs, LLM-based Agents.
Publications
[1] Jianpeng Zhou, Wanjun Zhong, Yanlin Wang, Jiahai Wang. Adaptive-Solver Framework for Dynamic Strategy Selection in Large Language Model Reasoning. Information Processing & Management. [PDF] [CODE]
[2] Jianwen Sun (supervisor), Shangheng Du, Jianpeng Zhou (correspoding author), et al. Question Embedding on Weighted Heterogeneous Information Network for Knowledge Tracing[J]. ACM Transactions on Knowledge Discovery from Data. [PDF] [CODE]
[3] Jianwen Sun (supervisor), Jianpeng Zhou, Sannüya Liu, Feijuan He, Yun Tang. Hierarchical Attention Network Based Interpretable Knowledge Tracing[J]. Journal of Computer Research and Development (in Chinese), 2021, 58(12): 2630-2644. [PDF] [CODE]
[4] Jianwen Sun (supervisor), Jianpeng Zhou, Kai Zhang, Qing Li, Zijian Lu. Collaborative Embedding for Knowledge Tracing[C]//In International Conference on Knowledge Science, Engineering and Management, 2021: 333-342. [PDF] [CODE]