JuliaGraphs/GraphNeuralNetworks.jl

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Graph Neural Networks in Julia

Stars: 308
Forks: 74
Open beginner issues: 0
Indexed issues: 54
Avg merge: 3d 6h
Merged PRs (30d): 2

Dominant language: Julia
License: MIT
Last GitHub push: Aug 26, 2026
Latest indexed: Sep 18, 2026
Contributing guide: No contributing guide
Code of conduct: No code of conduct
Beginner labels: good first issue

Beginner friendly Everything

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54 open issues indexed

GCNConv fails to compile with Reactant - MethodError Open

Difficulty 3/5 1-2 days Newbie friendliness 68/100

JuliaGraphs/GraphNeuralNetworks.jl#710 · Opened Sep 17, 2026
Mooncake on CUDA issue tracker Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

JuliaGraphs/GraphNeuralNetworks.jl#702 · 1 comment · Opened Jul 30, 2026
Differentiating across `add_edges` causes Zygote to segfault Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

JuliaGraphs/GraphNeuralNetworks.jl#671 · Opened May 5, 2026
Proposal: Add comprehensive Link Prediction tutorial to documentation. Open

Difficulty 4/5 3-5 days Newbie friendliness 48/100

JuliaGraphs/GraphNeuralNetworks.jl#669 · Opened Apr 28, 2026
Test against Enzyme / Reactant? Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

JuliaGraphs/GraphNeuralNetworks.jl#655 · 7 comments · Opened Mar 25, 2026
check compatibility with Mooncake on CPU Open

good first issue

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#640 · 8 comments · 1 reaction · Opened Feb 21, 2026
GATConv doesn't work on hetero graphs with empty edge arrays or during backpropagation Open

Difficulty 4/5 3-5 days Newbie friendliness 45/100

JuliaGraphs/GraphNeuralNetworks.jl#637 · 1 comment · Opened Jan 18, 2026
Is Enzyme.jl compatible at all? Open

Difficulty 3/5 1-2 days Newbie friendliness 42/100

JuliaGraphs/GraphNeuralNetworks.jl#609 · 3 comments · Opened Jul 15, 2025
COO matrices support Open

gnngraphs

Difficulty 5/5 Over a week Newbie friendliness 35/100

JuliaGraphs/GraphNeuralNetworks.jl#607 · 1 comment · 1 reaction · Opened Jul 4, 2025
reinstate the TemporalBrains tutorial Open

docs flux temporalgraphs

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGraphs/GraphNeuralNetworks.jl#603 · 1 reaction · Opened Jun 17, 2025
`SGConv` layer exhibits progressively increasing runtime in training loop Open

flux

Difficulty 4/5 3-5 days Newbie friendliness 45/100

JuliaGraphs/GraphNeuralNetworks.jl#600 · 3 comments · Opened Jun 14, 2025
Batching GNNGraphs not compatible with Zygote gradient operation Open

gnngraphs

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGraphs/GraphNeuralNetworks.jl#594 · 1 comment · Opened Feb 27, 2025
TGCN should support non linear activations Open

flux good first issue lux

Difficulty 5/5 Over a week Newbie friendliness 20/100

JuliaGraphs/GraphNeuralNetworks.jl#591 · 2 comments · Opened Feb 7, 2025
remove `node_features`, `edge_features`, `graph_features` methods Open

gnngraphs

Difficulty 3/5 1-2 days Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#574 · Opened Dec 27, 2024
remove the Functors.jl dependency from GNNGraphs Open

gnngraphs

Difficulty 2/5 1-3 hours Newbie friendliness 48/100

JuliaGraphs/GraphNeuralNetworks.jl#547 · Opened Dec 5, 2024
GNNLux feature parity Open

lux

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#546 · 1 comment · Opened Dec 5, 2024
coverage not properly reported Open

maintainance

Difficulty 3/5 1-2 days Newbie friendliness 35/100

JuliaGraphs/GraphNeuralNetworks.jl#537 · 1 comment · Opened Dec 2, 2024
[docs] create tutorials for GNNLux Open

docs lux

Difficulty 5/5 Over a week Newbie friendliness 15/100

JuliaGraphs/GraphNeuralNetworks.jl#534 · 1 comment · Opened Dec 1, 2024
test GNNLux training examples Open

lux

Difficulty 3/5 1-2 days Newbie friendliness 45/100

JuliaGraphs/GraphNeuralNetworks.jl#523 · 1 reaction · Opened Nov 16, 2024
improve developer docs Open

docs

Difficulty 3/5 1-2 days Newbie friendliness 55/100

JuliaGraphs/GraphNeuralNetworks.jl#514 · Opened Nov 9, 2024
Spatial Graph Convolutional Networks Open

flux lux

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#503 · 2 comments · Opened Oct 23, 2024
add a small usage example to the README Open

docs

Difficulty 2/5 1-3 hours Newbie friendliness 35/100

JuliaGraphs/GraphNeuralNetworks.jl#493 · 2 reactions · Opened Sep 19, 2024
Training edge weights as well as neural network Open

Difficulty 4/5 3-5 days Newbie friendliness 28/100

JuliaGraphs/GraphNeuralNetworks.jl#443 · Opened Jun 27, 2024
add more Equivariant Layers Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#440 · 1 comment · Opened Jun 4, 2024
add tutorials/examples on Equivariant GNNs Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGraphs/GraphNeuralNetworks.jl#439 · 2 comments · Opened Jun 4, 2024
implementation of the DropMessage paper Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

JuliaGraphs/GraphNeuralNetworks.jl#412 · 2 comments · 1 reaction · Opened Mar 7, 2024
Support for GNN specific Normalisation Layers Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGraphs/GraphNeuralNetworks.jl#405 · Opened Mar 6, 2024
Pooling support for `TemporalSnapshotsGNNGraph` Open

temporalgraphs

JuliaGraphs/GraphNeuralNetworks.jl#398 · 1 reaction · 1 assignee · Opened Mar 3, 2024
Tracking convolution layers adapted to TemporalSnapshotsGNNGraphs Open

temporalgraphs

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#394 · Opened Mar 3, 2024
Enzyme.jl compatibility Open

Difficulty 3/5 1-2 days Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#389 · 10 comments · Opened Mar 1, 2024
Pooling support for HeteroGraphs Open

heterographs

Difficulty 4/5 3-5 days Newbie friendliness 45/100

JuliaGraphs/GraphNeuralNetworks.jl#388 · 2 comments · Opened Feb 23, 2024
GPSConv Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#351 · 1 comment · 1 reaction · Opened Oct 31, 2023
Support Metal Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#344 · 8 comments · Opened Sep 18, 2023
Layers support for HeteroGraphConv Open

good first issue heterographs

Difficulty 4/5 3-5 days Newbie friendliness 45/100

JuliaGraphs/GraphNeuralNetworks.jl#311 · 7 comments · 1 reaction · Opened Jun 20, 2023
missing pooling operators Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#308 · Opened Jun 19, 2023
GCNConv implementation is too complicated Open

Difficulty 5/5 Over a week Newbie friendliness 20/100

JuliaGraphs/GraphNeuralNetworks.jl#299 · Opened Jun 13, 2023
remove asserts hurting performance Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGraphs/GraphNeuralNetworks.jl#272 · Opened Mar 19, 2023
find and fix invalidations Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#271 · 1 comment · Opened Mar 19, 2023
add precompilation statements Open

Difficulty 4/5 3-5 days Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#270 · 1 reaction · Opened Mar 19, 2023
implement Graphormer Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#251 · 5 comments · 1 reaction · Opened Dec 29, 2022
support equivariant neural networks Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#221 · 6 comments · Opened Nov 8, 2022
Implement ViG Open

Difficulty 5/5 Over a week Newbie friendliness 25/100

JuliaGraphs/GraphNeuralNetworks.jl#189 · 2 comments · Opened Jun 20, 2022
ideas for blogposts and tutorials Open

good first issue

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGraphs/GraphNeuralNetworks.jl#173 · 7 comments · Opened May 24, 2022
Global pooling of edge features in GlobalAttentionPool Open

Difficulty 4/5 3-5 days Newbie friendliness 32/100

JuliaGraphs/GraphNeuralNetworks.jl#163 · 3 comments · Opened Apr 25, 2022
Error in getgraph when graph is on gpu Open

Difficulty 3/5 1-2 days Newbie friendliness 38/100

JuliaGraphs/GraphNeuralNetworks.jl#161 · 4 comments · Opened Apr 20, 2022
create a NeuralODE example with graph as input (and not part of the model) Open

Difficulty 3/5 1-2 days Newbie friendliness 42/100

JuliaGraphs/GraphNeuralNetworks.jl#156 · Opened Apr 11, 2022
status of sparse arrays support on gpu Open

Difficulty 4/5 3-5 days Newbie friendliness 35/100

JuliaGraphs/GraphNeuralNetworks.jl#134 · 4 comments · Opened Feb 20, 2022
Implement more pooling operators Open

Difficulty 5/5 Over a week Newbie friendliness 30/100

JuliaGraphs/GraphNeuralNetworks.jl#127 · 4 comments · Opened Feb 12, 2022
Implement Exploiting Edge Features in Graph Neural Networks Open

good first issue

Difficulty 5/5 Over a week Newbie friendliness 20/100

JuliaGraphs/GraphNeuralNetworks.jl#94 · 3 comments · 2 reactions · Opened Dec 31, 2021
how to get neighbor_sampler function? Open

Difficulty 5/5 Over a week Newbie friendliness 15/100

JuliaGraphs/GraphNeuralNetworks.jl#89 · 3 comments · Opened Dec 25, 2021

JuliaGraphs/GraphNeuralNetworks.jl

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