ML Research Wiki / Benchmarks / Node Classification / PATTERN

PATTERN

Node Classification Benchmark

Performance Over Time

📊 Showing 11 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 CKGCN CKGConv: General Graph Convolution with Continuous Kernels 88.66 2024-04-21 📦 networkslab/ckgconv
2 GRIT Graph Inductive Biases in Transformers without Message Passing 87.20 2023-05-27 📦 liamma/grit 📦 linusbao/MoSE
3 EGT Global Self-Attention as a Replacement for Graph Convolution 86.82 2021-08-07 📦 shamim-hussain/egt_pytorch 📦 shamim-hussain/egt 📦 shamim-hussain/egt_triangular
4 Exphormer Exphormer: Sparse Transformers for Graphs 86.74 2023-03-10 📦 hamed1375/exphormer
5 EIGENFORMER Graph Transformers without Positional Encodings 86.74 2024-01-31 -
6 GPS Recipe for a General, Powerful, Scalable Graph Transformer 86.69 2022-05-25 📦 rampasek/GraphGPS 📦 hamed1375/exphormer 📦 graphcore/ogb-lsc-pcqm4mv2 📦 linusbao/MoSE
7 TIGT Topology-Informed Graph Transformer 86.68 2024-02-03 📦 leemingo/tigt 📦 leemingo/cy2mixer
8 GatedGCN Benchmarking Graph Neural Networks 86.51 2020-03-02 📦 graphdeeplearning/benchmarking-gnns 📦 PaddlePaddle/PGL 📦 PaddlePaddle/PGL
9 GatedGCN+ Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence 0.00 2025-02-13 📦 LUOyk1999/GNNPlus
10 NeuralWalker Learning Long Range Dependencies on Graphs via Random Walks 0.00 2024-06-05 📦 borgwardtlab/neuralwalker

All Papers (11)