Node Classification2000en
Cora Citation Network
Citation network of scientific papers. 2708 nodes, 5429 edges, 7 classes. Classic GNN benchmark.
Metrics:accuracy
Paper / WebsiteCurrent State of the Art
ACNet
Unknown
83.5
accuracy
accuracy Progress Over Time
Showing 6 breakthroughs from Mar 2014 to Apr 2019
Key Milestones
Mar 2016
Planetoid*
From paper: Revisiting Semi-Supervised Learning with Graph Embeddings
75.7
+12.6%
Nov 2016
MoNet
From paper: Geometric deep learning on graphs and manifolds using mixture model CNNs
81.7
+7.9%
Total Improvement
24.3%
Time Span
5y 2m
Breakthroughs
6
Current SOTA
83.5
Top Models Performance Comparison
Top 6 models ranked by accuracy
Best Score
83.5
Top Model
ACNet
Models Compared
6
Score Range
16.3
accuracyPrimary
| # | Model | Score | Paper / Code | Date |
|---|---|---|---|---|
| 1 | ACNet | 83.5 | Apr 2019 | |
| 2 | LGCN | 83.3 | Aug 2018 | |
| 3 | GAT | 83 | Oct 2017 | |
| 4 | MoNet | 81.7 | Nov 2016 | |
| 5 | Planetoid* | 75.7 | Mar 2016 | |
| 6 | DeepWalk | 67.2 | Mar 2014 |
Related Papers6
Adaptively Connected Neural Networks
Apr 2019Models: ACNet
Large-Scale Learnable Graph Convolutional Networks
Aug 2018Models: LGCN
Graph Attention Networks
Oct 2017Models: GAT
Geometric deep learning on graphs and manifolds using mixture model CNNs
Nov 2016Models: MoNet
Revisiting Semi-Supervised Learning with Graph Embeddings
Mar 2016Models: Planetoid*
DeepWalk: Online Learning of Social Representations
Mar 2014Models: DeepWalk