Debate on Graph: A Flexible and Reliable Reasoning Framework for Large Language Models. - Jie Ma 001; Zhitao Gao 003; Qi Chai; Wangchun Sun; Pinghui Wang; Hongbin Pei; Jing Tao; Lingyun Song; Jun Liu 002; Chen Zhang; Lizhen Cui (AAAI, 2025)

FortisAVQA and MAVEN: a Benchmark Dataset and Debiasing Framework for Robust Multimodal Reasoning. - Jie Ma 001; Zhitao Gao 003; Qi Chai; Jun Liu 002; Pinghui Wang; Jing Tao; Zhou Su (CoRR, 2025)

Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs. - Jie Ma 001; Ning Qu; Zhitao Gao 003; Rui Xing; Jun Liu 002; Hongbin Pei; Jiang Xie 002; Linyun Song; Pinghui Wang; Jing Tao; Zhou Su (CoRR, 2025)