Reflect Then Reason: Iterative Reflection with Soft Reasoning Feature Enhancement for Medical Visual Question Answering. - Haoyang Chen 001 (BIBM, 2025)

Knowledge Is Powerful: Art Knowledge-Driven Framework for Painting Style Classification Integrating Multimodal Knowledge. - Haoyang Chen 001; Chongjun Wang; Yi Xin 003; Lei Zhang 086 (ICASSP, 2025)

Multi-round Q&A Hallucination Analysis of LLMs in Geographical Education. - Haoyang Chen 001; Dian Kong; Xiangyuan Li; Chongjun Wang (ICIC (11), 2025)

Towards Emotional Insights in Art: A Knowledge-Driven Framework Integrating Artistic Emotion Knowledge into Vision Language Models. - Haoyang Chen 001; Hengyang Lu; Yi Xin 003; Dian Kong; Chongjun Wang (IJCNN, 2025)

Decomposing Complexity: A Difficulty-Aware Multi-agent Framework for Open-Domain Knowledge Graph Construction. - Haoyang Chen 001; Yi Liu; Chenyang Li; Wei Hu (DASFAA (6), 2026)

How Do Answer Tokens Read Reasoning Traces? Self-Reading Patterns in Thinking LLMs for Quantitative Reasoning. - Haoyang Chen 001; Yi Liu; Jianzhi Shao; Tao Zhang; Chengfu Huo; Wei Hu (CoRR, 2026)