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cs.LG2026
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…
cs.LG2026
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…
cs.LG2024★ 1 cited
Graph Dimension Attention Networks for Enterprise Credit Assessment
Shaopeng Wei, Beni Egressy, Xingyan Chen +4
Enterprise credit assessment is critical for evaluating financial risk, and Graph Neural Networks (GNNs), with their advanced capability to model inter-entity relationships, are a…