IEEE

Beyond Message-Passing: Generalization of Graph Neural Networks via Feature Perturbation for Semi-Supervised Node Classification

Abstract: Graph neural networks (GNNs) that collect information from neighbors are commonly utilized in semi-supervised learning contexts. In particular, a significant body of research has been ...
Digital Production

Druckli Tools V2 expands Cinema 4D nodes

Druckli Tools for Cinema 4D adds new node assets, distributions and generators including Plane Split and 3D Noise.
GitHub

PoSHBlox: Visual PowerShell node graph scripting

PoSHBlox lets you visually compose PowerShell scripts by wiring together nodes on a canvas. Each node represents a cmdlet, control-flow block, or custom script fragment. Connections between nodes ...
IEEE

Graph Convolution for Large-Scale Graph Node Classification Task Based on Spatial and Frequency Domain Fusion

Abstract: In recent years, Graph Neural Networks (GNNs) have achieved significant success in graph-based tasks. However, they still face challenges in complex scenarios, particularly in integrating ...