Guiding Mathematical Reasoning via Mastering Commonsense Formula Knowledge. - Jiayu Liu 001; Zhenya Huang; Zhiyuan Ma 006; Qi Liu 003; Enhong Chen; Tianhuang Su; Haifeng Liu 004 (KDD, 2023)

F-BBT: An Industrial Risk Detection Model Based on Feature Fusion. - Junwei Zhang; Jiayu Liu 001; Dongxin Xv; Minqing Tan; Zhiyuan Ma 006 (BESC, 2024)

A Diffusion-Based Cognitive Diagnosis Framework for Robust Learner Assessment. - Guanhao Zhao; Zhenya Huang; Yan Zhuang; Haoyang Bi; Yiyan Wang; Fei Wang 063; Zhiyuan Ma 006; Yixia Zhao (IEEE Trans. Learn. Technol., 2024)

Automated Creation of Reusable and Diverse Toolsets for Enhancing LLM Reasoning. - Zhiyuan Ma 006; Zhenya Huang; Jiayu Liu 001; Minmao Wang; Hongke Zhao; Xin Li 064 (AAAI, 2025)

Knowledge-Centered Dual-Process Reasoning for Math Word Problems With Large Language Models. - Jiayu Liu 001; Zhenya Huang; Qi Liu 003; Zhiyuan Ma 006; Chengxiang Zhai; Enhong Chen (IEEE Trans. Knowl. Data Eng., 2025)