LGAN: Enhancing Graph Neural Networks with Line Graph Aggregation
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.
Key Takeaways
- •LGAN proposes a new technique to improve efficiency in high-order graph neural networks.
- •The method uses Line Graph Aggregation for better performance.
- •The paper is likely to explore advantages over existing GNN architectures.
Reference
“LGAN is an efficient high-order graph neural network via the Line Graph Aggregation.”