• DropEdge

  • Referenced in 3 articles [sw37753]
  • obstacles of developing deep Graph Convolutional Networks (GCNs) for node classification. In particular, over-fitting ... variety of both shallow and deep GCNs. The effect of DropEdge on preventing over-smoothing...
  • DeepGCNs

  • Referenced in 2 articles [sw38086]
  • DeepGCNs: Can GCNs Go as Deep as CNNs? Convolutional Neural Networks (CNNs) achieve impressive performance ... overcome this challenge, Graph Convolutional Networks (GCNs) build graphs to represent non-Euclidean data, borrow ... from CNNs, and apply them in training. GCNs show promising results, but they are usually ... ways to successfully train very deep GCNs. We do this by borrowing concepts from CNNs...
  • LightGCN

  • Referenced in 2 articles [sw37571]
  • that the two most common designs in GCNs -- feature transformation and nonlinear activation -- contribute little...
  • GraphSAINT

  • Referenced in 1 article [sw37758]
  • Based Inductive Learning Method. Graph Convolutional Networks (GCNs) are powerful models for learning representations ... attributed graphs. To scale GCNs to large graphs, state-of-the-art methods use various...
  • VCNet

  • Referenced in 1 article [sw40330]
  • tissue, and the results show that the GCNs constructed by VCNet contain more biologically meaningful...
  • MSRGCN

  • Referenced in 1 article [sw42692]
  • manner of end-to-end. The GCNs are used to extract features from fine...
  • PyTorch

  • Referenced in 440 articles [sw20939]
  • PyTorch python package: Tensors and Dynamic neural networks...
  • DGL

  • Referenced in 11 articles [sw33907]
  • Deep Graph Library: A Graph-Centric, Highly-Performant...
  • GraphSAGE

  • Referenced in 4 articles [sw33908]
  • GraphSAGE is a framework for inductive representation learning...
  • FastGCN

  • Referenced in 9 articles [sw38089]
  • FastGCN: Fast Learning with Graph Convolutional Networks via...
  • CayleyNets

  • Referenced in 5 articles [sw38090]
  • CayleyNets: Graph Convolutional Neural Networks with Complex Rational...