4 papers
Transferable Graph Condensation from the Causal Perspective
Huaming Du, Yijie Huang, Su Yao +10
The increasing scale of graph datasets has significantly improved the performance of graph representation learning methods, but it has also introduced substantial training challeng…
A Comprehensive Survey on Enterprise Financial Risk Analysis from Big Data and LLMs Perspective
Huaming Du, Cancan Feng, Yuqian Lei +5
Enterprise financial risk analysis aims at predicting the future financial risk of enterprises. Due to its wide and significant application, enterprise financial risk analysis has…
Traceable Latent Variable Discovery Based on Multi-Agent Collaboration
Huaming Du, Tao Hu, Yijie Huang +5
Revealing the underlying causal mechanisms in the real world is crucial for scientific and technological progress. Despite notable advances in recent decades, the lack of high-qual…
Identifying Evidence Subgraphs for Financial Risk Detection via Graph Counterfactual and Factual Reasoning
Huaming Du, Lei Yuan, Qing Yang +6
Company financial risks pose a significant threat to personal wealth and national economic stability, stimulating increasing attention towards the development of efficient andtimel…