| Learning Long Range Dependencies on Graphs via Random Walks | ✓ Link | 0.4912 ± 0.0042 | NeuralWalker | 2024-06-05 |
| Next Level Message-Passing with Hierarchical Support Graphs | ✓ Link | 0.4604±0.0059 | GatedGCN-HSG | 2024-06-22 |
| Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark | ✓ Link | 0.4440±0.0065 | GPS-tuned | 2023-09-01 |
| Improving the Effective Receptive Field of Message-Passing Neural Networks | ✓ Link | 0.4332 ± 0.0078 | IM-GatedGCN | 2025-05-29 |
| Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence | ✓ Link | 0.4263 ± 0.0057 | GatedGCN+ | 2025-02-13 |
| Exphormer: Sparse Transformers for Graphs | ✓ Link | 0.396±0.0027 | Exphormer | 2023-03-10 |
| Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark | ✓ Link | 0.3880±0.0040 | GatedGCN-tuned | 2023-09-01 |
| Recipe for a General, Powerful, Scalable Graph Transformer | ✓ Link | 0.3748±0.0109 | GPS | 2022-05-25 |
| DRew: Dynamically Rewired Message Passing with Delay | ✓ Link | 0.3314±0.0024 | DRew-GatedGCN+LapPE | 2023-05-13 |
| Long Range Graph Benchmark | ✓ Link | 0.3230±0.0039 | SAN+LapPE | 2022-06-16 |
| Long Range Graph Benchmark | ✓ Link | 0.3216±0.0027 | SAN+RWSE | 2022-06-16 |
| On the Connection Between MPNN and Graph Transformer | ✓ Link | 0.3103±0.0068 | GatedGCN+LapPE+virtual node | 2023-01-27 |
| Improving the Effective Receptive Field of Message-Passing Neural Networks | ✓ Link | 0.2929 ± 0.0058 | IM-GCN | 2025-05-29 |
| Long Range Graph Benchmark | ✓ Link | 0.2873±0.0219 | GatedGCN | 2022-06-16 |
| Long Range Graph Benchmark | ✓ Link | 0.2860±0.0085 | GatedGCN+LapPE | 2022-06-16 |
| Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark | ✓ Link | 0.2718±0.0054 | GINE-tuned | 2023-09-01 |
| Long Range Graph Benchmark | ✓ Link | 0.2694±0.0098 | Transformer+LapPE | 2022-06-16 |
| Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark | ✓ Link | 0.2078±0.0031 | GCN-tuned | 2023-09-01 |
| Simple and Deep Graph Convolutional Networks | ✓ Link | 0.1698±0.0080 | GCNII | 2020-07-04 |
| Long Range Graph Benchmark | ✓ Link | 0.1268±0.0060 | GCN | 2022-06-16 |
| Long Range Graph Benchmark | ✓ Link | 0.1265±0.0076 | GINE | 2022-06-16 |