Issues

• GCNConv fails to compile with Reactant - MethodError

  JuliaGraphs/GraphNeuralNetworks.jl#710 · Filter by author LoveLow-Global opened on Sep 17, 2026

• Mooncake on CUDA issue tracker

  JuliaGraphs/GraphNeuralNetworks.jl#702 · Filter by author Parvm1102 opened on Jul 30, 2026
  1

• Differentiating across add_edges causes Zygote to segfault

  JuliaGraphs/GraphNeuralNetworks.jl#671 · Filter by author alonsoC1s opened on May 5, 2026

• Proposal: Add comprehensive Link Prediction tutorial to documentation.

  JuliaGraphs/GraphNeuralNetworks.jl#669 · Filter by author rainerrodrigues opened on Apr 28, 2026

• Test against Enzyme / Reactant?

  JuliaGraphs/GraphNeuralNetworks.jl#655 · Filter by author wsmoses opened on Mar 25, 2026
  7

• check compatibility with Mooncake on CPU

  good first issue
  JuliaGraphs/GraphNeuralNetworks.jl#640 · Filter by author CarloLucibello opened on Feb 21, 2026
  8

• GATConv doesn't work on hetero graphs with empty edge arrays or during backpropagation

  JuliaGraphs/GraphNeuralNetworks.jl#637 · Filter by author lenianiva opened on Jan 18, 2026
  1

• Is Enzyme.jl compatible at all?

  Feature

  JuliaGraphs/GraphNeuralNetworks.jl#609 · Filter by author alonsoC1s opened on Jul 15, 2025
  3

• COO matrices support

  gnngraphs
  Feature

  JuliaGraphs/GraphNeuralNetworks.jl#607 · Filter by author CarloLucibello opened on Jul 4, 2025
  1

• reinstate the TemporalBrains tutorial

  docsfluxtemporalgraphs
  JuliaGraphs/GraphNeuralNetworks.jl#603 · Filter by author CarloLucibello opened on Jun 17, 2025

• SGConv layer exhibits progressively increasing runtime in training loop

  flux
  Bug

  JuliaGraphs/GraphNeuralNetworks.jl#600 · Filter by author MaHaWo opened on Jun 14, 2025
  3

• Batching GNNGraphs not compatible with Zygote gradient operation

  gnngraphs
  JuliaGraphs/GraphNeuralNetworks.jl#594 · Filter by author finn777-yea opened on Feb 27, 2025
  1

• TGCN should support non linear activations

  fluxgood first issuelux
  JuliaGraphs/GraphNeuralNetworks.jl#591 · Filter by author CarloLucibello opened on Feb 7, 2025
  2

• remove node_features, edge_features, graph_features methods

  gnngraphs
  JuliaGraphs/GraphNeuralNetworks.jl#574 · Filter by author CarloLucibello opened on Dec 27, 2024 · GNNGraphs v2.0

• remove the Functors.jl dependency from GNNGraphs

  gnngraphs
  JuliaGraphs/GraphNeuralNetworks.jl#547 · Filter by author CarloLucibello opened on Dec 5, 2024 · GNNGraphs v2.0

• GNNLux feature parity

  lux
  JuliaGraphs/GraphNeuralNetworks.jl#546 · Filter by author CarloLucibello opened on Dec 5, 2024
  1

• coverage not properly reported

  maintainance
  JuliaGraphs/GraphNeuralNetworks.jl#537 · Filter by author CarloLucibello opened on Dec 2, 2024
  1

• [docs] create tutorials for GNNLux

  docslux
  JuliaGraphs/GraphNeuralNetworks.jl#534 · Filter by author CarloLucibello opened on Dec 1, 2024
  1

• test GNNLux training examples

  lux
  JuliaGraphs/GraphNeuralNetworks.jl#523 · Filter by author CarloLucibello opened on Nov 16, 2024

• improve developer docs

  docs
  JuliaGraphs/GraphNeuralNetworks.jl#514 · Filter by author CarloLucibello opened on Nov 9, 2024

• Spatial Graph Convolutional Networks

  fluxlux
  JuliaGraphs/GraphNeuralNetworks.jl#503 · Filter by author msainsburydale opened on Oct 23, 2024
  2

• add a small usage example to the README

  docs
  JuliaGraphs/GraphNeuralNetworks.jl#493 · Filter by author CarloLucibello opened on Sep 19, 2024

• Training edge weights as well as neural network

  JuliaGraphs/GraphNeuralNetworks.jl#443 · Filter by author jarroyoe opened on Jun 27, 2024

• add more Equivariant Layers

  JuliaGraphs/GraphNeuralNetworks.jl#440 · Filter by author CarloLucibello opened on Jun 4, 2024
  1

• add tutorials/examples on Equivariant GNNs

  JuliaGraphs/GraphNeuralNetworks.jl#439 · Filter by author CarloLucibello opened on Jun 4, 2024
  2