ML Research Wiki / Benchmarks / Node Classification / CLUSTER

CLUSTER

Node Classification Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 GRIT Graph Inductive Biases in Transformers without Message Passing 80.03 2023-05-27 📦 liamma/grit 📦 linusbao/MoSE
2 EGT Global Self-Attention as a Replacement for Graph Convolution 79.23 2021-08-07 📦 shamim-hussain/egt_pytorch 📦 shamim-hussain/egt 📦 shamim-hussain/egt_triangular
3 CKGCN CKGConv: General Graph Convolution with Continuous Kernels 79.00 2024-04-21 📦 networkslab/ckgconv
4 GPTrans-Nano Graph Propagation Transformer for Graph Representation Learning 78.07 2023-05-19 📦 czczup/gptrans
5 TIGT Topology-Informed Graph Transformer 78.03 2024-02-03 📦 leemingo/tigt 📦 leemingo/cy2mixer
6 GPS Recipe for a General, Powerful, Scalable Graph Transformer 77.95 2022-05-25 📦 rampasek/GraphGPS 📦 hamed1375/exphormer 📦 graphcore/ogb-lsc-pcqm4mv2 📦 linusbao/MoSE
7 EIGENFORMER Graph Transformers without Positional Encodings 77.46 2024-01-31 -
8 ARGNP Automatic Relation-aware Graph Network Proliferation 77.35 2022-05-31 📦 phython96/ARGNP
9 GatedGCN-PE Benchmarking Graph Neural Networks 76.08 2020-03-02 📦 graphdeeplearning/benchmarking-gnns 📦 PaddlePaddle/PGL 📦 PaddlePaddle/PGL
10 GatedGCN+ Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence 0.00 2025-02-13 📦 LUOyk1999/GNNPlus

All Papers (12)