The main idea is to utilize graph convolutional network (GCN ... Most importantly, this network introduces a new method for device representation using graphs. It explicitly encodes the coupling ...

He wanted to show that the thermodynamic arrow of time coincides with the arrow of cosmological expansion. This did not work, and eventually, the discovery of cosmic acceleration in the late 1990s ...

To overcome this, we introduce Graph Isomorphic Network (GIN), a new variant of graphical neural networks with enhanced representation capabilities. Therefore, this study develops a GIN-based ...