Jie Ma, Shihao Qi, Rui Xing, Ziang Yin, Bifan Wei, Jun Liu, Tongliang Liu. From Static to Dynamic: Adaptive Monte Carlo Search for Mathematical Process Supervision. arXiv, 2025.

Shihao Qi, Jie Ma, Ziang Yin, Lingling Zhang, Jian Zhang, Jun Liu, Feng Tian, Tongliang Liu. Plan before Solving: Problem-Aware Strategy Routing for Mathematical Reasoning with LLMs. arXiv, 2025.

Jie Ma, Zhitao Gao, Qi Chai, Jun Liu, Pinghui Wang, Jing Tao, Zhou Su. FortisAVQA and MAVEN: a Benchmark Dataset and Debiasing Framework for Robust Multimodal Reasoning. arXiv, 2025.

Jie Ma, Pinghui Wang, Zewei Wang, Decheng Kong, Min Hu, Ting Han, Jun Liu.  Adaptive Loose Optimization for Robust Question Answering.  arXiv, 2023.