📚 Publications
🎓 PhD
(To be updated...)
🎓 Master
📝 Combining LLM-Generated Knowledge Graphs with RAG for Financial Sentiment Extraction
Zihao Huang, Kelvin Du, Xulang Zhang, Rui Mao, Erik Cambria
2025 IEEE International Conference on Data Mining Workshops (ICDMW), 2025
This work integrates LLM-generated knowledge graphs with retrieval-augmented generation (RAG) for financial sentiment extraction. By transforming financial texts into structured knowledge graph representations and leveraging retrieval over graph-grounded evidence, the framework enables more context-aware and evidence-based sentiment assessment while improving efficiency without extensive fine-tuning.
🎓 Undergraduate
📝 Application of Attention-Based Siamese Composite Neural Network in Medical Image Recognition
Zihao Huang, Yue Wang, Weixing Xin, Xingtong Lin, Huizhen Li, Haowen Chen, Yizhen Lao, Xia Chen
arXiv preprint, 2023
This paper proposes a Siamese neural network integrated with attention mechanisms to tackle few-shot and fine-grained medical image classification. Experimental results on COVID-19 lung samples demonstrate superior robustness and accuracy over standard CNNs under limited data scenarios.