Multi-type decision fusion network for visual Q&A. - An-An Liu; Zimu Lu; Ning Xu 003; Weizhi Nie; Wenhui Li 001 (Image Vis. Comput., 2021)

A comprehensive survey on deep-learning-based visual captioning. - Bowen Xin; Ning Xu 003; Yingchen Zhai; Tingting Zhang; Zimu Lu; Jing Liu 002; Weizhi Nie; Xuanya Li; An-An Liu (Multim. Syst., 2023)

MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs. - Zimu Lu; Aojun Zhou; Houxing Ren; Ke Wang 036; Weikang Shi; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (ACL (1), 2024)

MathCoder: Seamless Code Integration in LLMs for Enhanced Mathematical Reasoning. - Ke Wang 036; Houxing Ren; Aojun Zhou; Zimu Lu; Sichun Luo; Weikang Shi; Renrui Zhang; Linqi Song; Mingjie Zhan; Hongsheng Li 001 (ICLR, 2024)

Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification. - Aojun Zhou; Ke Wang 036; Zimu Lu; Weikang Shi; Sichun Luo; Zipeng Qin; Shaoqing Lu; Anya Jia; Linqi Song; Mingjie Zhan; Hongsheng Li 001 (ICLR, 2024)

Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset. - Ke Wang 036; Junting Pan; Weikang Shi; Zimu Lu; Houxing Ren; Aojun Zhou; Mingjie Zhan; Hongsheng Li 001 (NeurIPS, 2024)

Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset. - Ke Wang 036; Junting Pan; Weikang Shi; Zimu Lu; Mingjie Zhan; Hongsheng Li 001 (CoRR, 2024)

Step-Controlled DPO: Leveraging Stepwise Error for Enhanced Mathematical Reasoning. - Zimu Lu; Aojun Zhou; Ke Wang 036; Houxing Ren; Weikang Shi; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (CoRR, 2024)

Learning to Supervise Knowledge Retrieval Over a Tree Structure for Visual Question Answering. - Ning Xu 003; Zimu Lu; Hongshuo Tian; Rongbao Kang; Jinbo Cao; Yongdong Zhang 001; An-An Liu (IEEE Trans. Multim., 2024)

Multi-stage reasoning on introspecting and revising bias for visual question answering. - An-An Liu; Zimu Lu; Ning Xu 003; Min Liu 008; Chenggang Yan 001; Bolun Zheng; Bo Lv; Yulong Duan; Zhuang Shao; Xuanya Li (ACM Trans. Web, 2024)

MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning. - Ke Wang 036; Junting Pan; Linda Wei; Aojun Zhou; Weikang Shi; Zimu Lu; Han Xiao 010; Yunqiao Yang; Houxing Ren; Mingjie Zhan; Hongsheng Li 001 (ACL (Findings), 2025)

Probability-Consistent Preference Optimization for Enhanced LLM Reasoning. - Yunqiao Yang; Houxing Ren; Zimu Lu; Ke Wang 036; Weikang Shi; Aojun Zhou; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (ACL (Findings), 2025)

MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code. - Zimu Lu; Aojun Zhou; Ke Wang 036; Houxing Ren; Weikang Shi; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (ICLR, 2025)

WebGen-Bench: Evaluating LLMs on Generating Interactive and Functional Websites from Scratch. - Zimu Lu; Yunqiao Yang; Houxing Ren; Haotian Hou; Han Xiao 010; Ke Wang 036; Weikang Shi; Aojun Zhou; Mingjie Zhan; Hongsheng Li 001 (CoRR, 2025)

UI-Genie: A Self-Improving Approach for Iteratively Boosting MLLM-based Mobile GUI Agents. - Han Xiao 010; Guozhi Wang; Yuxiang Chai; Zimu Lu; Weifeng Lin; Hao He; Lue Fan; Liuyang Bian; Rui Hu; Liang Liu; Shuai Ren; Yafei Wen; et al. (CoRR, 2025)