IEEE

Dynamic Graph Neural Evolution: An Evolutionary Framework Integrating Graph Neural Networks with Adaptive Filtering

Abstract: This paper proposes an innovative optimization framework, Dynamic Graph Neural Evolution (DGNE), integrating Graph Neural Networks (GNNs) with Evolutionary Algorithms (EAs). Building on the ...
IEEE

Enhancing Formation Analysis Using Multi-layer Graph Convolutional Neural Networks and Geometric Formation Features

Abstract: We have previously proposed a formation analysis method using multi-layer graph convolutional neural networks with geometric formation features as input. In addition, this analysis method ...