| Principal Neighbourhood Aggregation for Graph Nets | ✓ Link | 0.520±0.011 | 0.830±0.007 | | PNA | 2020-04-12 |
| How Attentive are Graph Attention Networks? | ✓ Link | 0.534±0.014 | 0.821±0.009 | | GATv2 | 2021-05-30 |
| Graph Attention Networks | ✓ Link | 0.536±0.020 | 0.820±0.014 | | GAT | 2017-10-30 |
| How Powerful are Graph Neural Networks? | ✓ Link | 0.537±0.010 | 0.819±0.007 | | GIN | 2018-10-01 |
| An end-to-end attention-based approach for learning on graphs | ✓ Link | 0.552±0.012 | 0.809±0.008 | | ESA (Edge set attention, no positional encodings) | 2024-02-16 |
| DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks | ✓ Link | 0.552±0.012 | 0.809±0.008 | | DropGIN | 2021-11-11 |
| Semi-Supervised Classification with Graph Convolutional Networks | ✓ Link | 0.565±0.011 | 0.800±0.008 | | GCN | 2016-09-09 |
| Recipe for a General, Powerful, Scalable Graph Transformer | ✓ Link | 0.579±0.006 | 0.790±0.004 | | GraphGPS | 2022-05-25 |
| Optimal Transport Graph Neural Networks | ✓ Link | 0.580 | | | ProtoS-L2 | 2020-06-08 |
| Molecule Property Prediction Based on Spatial Graph Embedding | ✓ Link | 0.650 | | | C-SGEN+ Fingerprint | 2019-08-22 |
| Convolutional Networks on Graphs for Learning Molecular Fingerprints | ✓ Link | 0.655 | | | GC | 2015-09-30 |
| Molecular Graph Convolutions: Moving Beyond Fingerprints | ✓ Link | 0.715 | | | Weave | 2016-03-02 |
| Neural Message Passing for Quantum Chemistry | ✓ Link | 0.719 | | | MPNN | 2017-04-04 |
| Do Transformers Really Perform Bad for Graph Representation? | ✓ Link | 0.791±0.048 | 0.607±0.048 | | Graphormer | 2021-06-09 |
| Molecular Property Prediction: A Multilevel Quantum Interactions Modeling Perspective | ✓ Link | 0.799 | | | XGBoost | 2019-06-25 |
| Pure Transformers are Powerful Graph Learners | ✓ Link | 0.852±0.023 | 0.545±0.024 | | TokenGT | 2022-07-06 |
| Molecular Property Prediction: A Multilevel Quantum Interactions Modeling Perspective | ✓ Link | 0.876 | | | RF | 2019-06-25 |
| Graph Neural Networks with convolutional ARMA filters | ✓ Link | 0.894 | | | ARMA | 2019-01-05 |
| Attention-based Graph Neural Network for Semi-supervised Learning | ✓ Link | 0.963 | | | AGNN | 2018-03-10 |
| Simplifying Graph Convolutional Networks | ✓ Link | 0.998 | | | SGC | 2019-02-19 |
| CensNet: Convolution with Edge-Node Switching in Graph Neural Networks | | | | 0.93 | CensNet | 2019-08-10 |
| CensNet: Convolution with Edge-Node Switching in Graph Neural Networks | | | | 1.15 | Logistic Regression | 2019-08-10 |
| CensNet: Convolution with Edge-Node Switching in Graph Neural Networks | | | | 1.16 | Random Forests | 2019-08-10 |