ML Research Wiki / Benchmarks / Node Classification / genius

genius

Node Classification Benchmark

Performance Over Time

📊 Showing 25 results | 📏 Metric: Accuracy

Top Performing Models

Rank Model Paper Accuracy Date Code
1 GCN Semi-Supervised Classification with Graph Convolutional Networks 0.00 2016-09-09 📦 dmlc/dgl 📦 dmlc/dgl 📦 tkipf/gcn
2 MLP Finding Global Homophily in Graph Neural Networks When Meeting Heterophily 0.00 2022-05-15 📦 recklessronan/glognn
3 ACM-GCN++ Revisiting Heterophily For Graph Neural Networks 0.00 2022-10-14 📦 SitaoLuan/ACM-GNN
4 ACM-GCN+ Revisiting Heterophily For Graph Neural Networks 0.00 2022-10-14 📦 SitaoLuan/ACM-GNN
5 ACMII-GCN+ Revisiting Heterophily For Graph Neural Networks 0.00 2022-10-14 📦 SitaoLuan/ACM-GNN
6 ACMII-GCN++ Revisiting Heterophily For Graph Neural Networks 0.00 2022-10-14 📦 SitaoLuan/ACM-GNN
7 GloGNN++ Finding Global Homophily in Graph Neural Networks When Meeting Heterophily 0.00 2022-05-15 📦 recklessronan/glognn
8 G^2-GraphSAGE Gradient Gating for Deep Multi-Rate Learning on Graphs 0.00 2022-10-02 📦 tk-rusch/gradientgating
9 LINKX Large Scale Learning on Non-Homophilous Graphs: New Benchmarks and Strong Simple Methods 0.00 2021-10-27 📦 cuai/non-homophily-large-scale 📦 CUAI/Non-Homophily-Benchmarks 📦 ivam-he/chebnetii 📦 kkhuang81/UniFilter 📦 kkhuang81/AdaptKry
10 GloGNN Finding Global Homophily in Graph Neural Networks When Meeting Heterophily 0.00 2022-05-15 📦 recklessronan/glognn

All Papers (25)