Junli Wang

GNN-EA: Graph Neural Network with Evolutionary Algorithm

2022 · 2022 IEEE International Conference on Systems, Man, and Cybernetics (SMC)

Recently, Graph Neural Networks (GNNs) have shown great promise in addressing various tasks with non-Euclidean data. Encouraged by the successful application on discovering convolutional and recurrent neural networks, Neural Architecture Search (NAS) is extended to …

Graph Multi-Convolution and Attention Pooling for Graph Classification

2024 · IEEE Transactions on Pattern Analysis and Machine Intelligence

Many studies have achieved excellent performance in analyzing graph-structured data. However, learning graph-level representations for graph classification is still a challenging task. Existing graph classification methods usually pay less attention to the fusion of node …