ML Research Wiki / Benchmarks / Node Classification / Reddit

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Node Classification Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 BNS-GCN BNS-GCN: Efficient Full-Graph Training of Graph Convolutional Networks with Partition-Parallelism and Random Boundary Node Sampling 0.00 2022-03-21 📦 gatech-eic/bns-gcn 📦 RICE-EIC/BNS-GCN
2 CoFree-GNN Communication-Free Distributed GNN Training with Vertex Cut 0.00 2023-08-06 -
3 shaDow-GAT Decoupling the Depth and Scope of Graph Neural Networks 0.00 2022-01-19 📦 facebookresearch/shaDow_GNN
4 shaDow-SAGE Decoupling the Depth and Scope of Graph Neural Networks 0.00 2022-01-19 📦 facebookresearch/shaDow_GNN
5 JKNet+DropEdge DropEdge: Towards Deep Graph Convolutional Networks on Node Classification 0.00 2019-07-25 📦 GraphSAINT/GraphSAINT 📦 GraphSAINT/GraphSAINT 📦 DropEdge/DropEdge
6 GraphSAINT GraphSAINT: Graph Sampling Based Inductive Learning Method 0.00 2019-07-10 📦 dmlc/dgl 📦 GraphSAINT/GraphSAINT 📦 thudm/graphmae2
7 EnGCN A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking 0.00 2022-10-14 📦 VITA-Group/Large_Scale_GCN_Benchmarking 📦 vita-group/large_scale_gcn_benchmarking
8 SIGN SIGN: Scalable Inception Graph Neural Networks 0.00 2020-04-23 📦 dmlc/dgl 📦 twitter-research/sign 📦 facebookresearch/NARS 📦 basiralab/falcon 📦 MindSpore-paper-code-2/code400
9 ASGCN Adaptive Sampling Towards Fast Graph Representation Learning 0.00 2018-09-14 📦 dmlc/dgl 📦 huangwb/AS-GCN
10 PCAPass + XGBoost Dimensionality Reduction Meets Message Passing for Graph Node Embeddings 0.00 2022-02-01 📦 ksadowski13/PCAPass

All Papers (15)

gatech-eic/bns-gcn RICE-EIC/BNS-GCN
facebookresearch/shaDow_GNN
facebookresearch/shaDow_GNN
GraphSAINT/GraphSAINT GraphSAINT/GraphSAINT
dmlc/dgl GraphSAINT/GraphSAINT
VITA-Group/Large_Scale_GCN_Benchmarking vita-group/large_scale_gcn_benchmarking
dmlc/dgl twitter-research/sign
dmlc/dgl huangwb/AS-GCN
ksadowski13/PCAPass
devnkong/VQ-GNN
pyg-team/pytorch_geometric dmlc/dgl
matenure/FastGCN gkunnan97/fastgcn_pytorch
dmlc/dgl CRIPAC-DIG/GRACE ycremar/DIG-SSL