LGAN: Enhancing Graph Neural Networks with Line Graph Aggregation

Research#GNN🔬 Research|Analyzed: Jan 10, 2026 11:58
Published: Dec 11, 2025 15:23
1 min read
ArXiv

Analysis

This research paper introduces LGAN, a novel approach to improve the efficiency of high-order graph neural networks. The method leverages line graph aggregation, which offers potential advantages in computational complexity and performance compared to existing techniques.
Reference / Citation
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"LGAN is an efficient high-order graph neural network via the Line Graph Aggregation."
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ArXivDec 11, 2025 15:23
* Cited for critical analysis under Article 32.