ML Research Wiki / Benchmarks / Node Classification / Cora

Cora

Node Classification Benchmark

Performance Over Time

📊 Showing 69 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 TransGNN Strong Transitivity Relations and Graph Neural Networks 85.10 2024-01-01 📦 yassinmihemedi/strong-transitivity-relations-and-graph-neural-network
2 FIT-GNN FIT-GNN: Faster Inference Time for GNNs Using Coarsening 0.00 2024-10-19 📦 Roy-Shubhajit/FIT-GNN
3 SSP Optimization of Graph Neural Networks with Natural Gradient Descent 0.00 2020-08-21 📦 russellizadi/ssp
4 SplineCNN SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels 0.00 2017-11-24 📦 rusty1s/pytorch_geometric 📦 rusty1s/pytorch_spline_conv 📦 abhilash1910/SpectralEmbeddings 📦 MikelBros/Deep_Spammer_Detection_GCN 📦 mikel-brostrom/Deep_Spammer_Detection_GCN
5 ACMII-Snowball-3 Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification? 0.00 2021-09-12 -
6 ACMII-GCN Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification? 0.00 2021-09-12 -
7 ACM-Snowball-2 Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification? 0.00 2021-09-12 -
8 UGT Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity 0.00 2023-08-18 📦 nslab-cuk/unified-graph-transformer 📦 nslab-cuk/community-aware-graph-transformer 📦 nslab-cuk/literalkg
9 GAT + SWA The Split Matters: Flat Minima Methods for Improving the Performance of GNNs 0.00 2023-06-15 📦 foisunt/fmms-in-gnns
10 ACM-GCN Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification? 0.00 2021-09-12 -

All Papers (69)