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 002; Houxing Ren; Mingjie Zhan; Hongsheng Li 001 (ACL (Findings), 2025)

Probability-Consistent Preference Optimization for Enhanced LLM Reasoning. - Yunqiao Yang 002; Houxing Ren; Zimu Lu; Ke Wang 036; Weikang Shi; Aojun Zhou; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (ACL (Findings), 2025)

Alignment with Fill-In-the-Middle for Enhancing Code Generation. - Houxing Ren; Zimu Lu; Weikang Shi; Haotian Hou; Yunqiao Yang 002; Ke Wang 036; Aojun Zhou; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (EMNLP, 2025)

Step-Controlled DPO: Leveraging Stepwise Errors for Enhancing Mathematical Reasoning of Language Models. - Zimu Lu; Aojun Zhou; Ke Wang 036; Houxing Ren; Weikang Shi; Yunqiao Yang 002; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (Trans. Mach. Learn. Res., 2025)

WebGen-Bench: Evaluating LLMs on Generating Interactive and Functional Websites from Scratch. - Zimu Lu; Yunqiao Yang 002; Houxing Ren; Haotian Hou; Han Xiao 010; Ke Wang 036; Weikang Shi; Aojun Zhou; Mingjie Zhan; Hongsheng Li 001 (CoRR, 2025)

Communication-Efficient Multi-Agent 3D Detection via Hybrid Collaboration. - Yue Hu; Juntong Peng; Yunqiao Yang 002; Siheng Chen (CoRR, 2025)

WebGen-Agent: Enhancing Interactive Website Generation with Multi-Level Feedback and Step-Level Reinforcement Learning. - Zimu Lu; Houxing Ren; Yunqiao Yang 002; Ke Wang 036; Zhuofan Zong; Junting Pan; Mingjie Zhan; Hongsheng Li 001 (CoRR, 2025)

From Solver to Tutor: Evaluating the Pedagogical Intelligence of LLMs with KMP-Bench. - Weikang Shi; Houxing Ren; Junting Pan; Aojun Zhou; Ke Wang 036; Zimu Lu; Yunqiao Yang 002; Yuxuan Hu; Linda Wei; Mingjie Zhan; Hongsheng Li 001 (AAAI, 2026)

Towards Robust Real-World Spreadsheet Understanding with Multi-Agent Multi-Format Reasoning. - Houxing Ren; Mingjie Zhan; Zimu Lu; Ke Wang 036; Yunqiao Yang 002; Haotian Hou; Hongsheng Li 001 (ACL (1), 2026)

SlidesGen-Bench: Evaluating Slides Generation via Computational and Quantitative Metrics. - Yunqiao Yang 002; Wenbo Li; Houxing Ren; Zimu Lu; Ke Wang 036; Zhiyuan Huang; Zhuofan Zong; Mingjie Zhan; Hongsheng Li 001 (CoRR, 2026)

FullStack-Agent: Enhancing Agentic Full-Stack Web Coding via Development-Oriented Testing and Repository Back-Translation. - Zimu Lu; Houxing Ren; Yunqiao Yang 002; Ke Wang 036; Zhuofan Zong; Mingjie Zhan; Hongsheng Li 001 (CoRR, 2026)

Edit-Based Refinement for Parallel Masked Diffusion Language Models. - Houxing Ren; Mingjie Zhan; Zimu Lu; Ke Wang 036; Yunqiao Yang 002; Haotian Hou; Junting Pan; Hongsheng Li 001 (CoRR, 2026)