Learning Probabilistic Symmetrization for Architecture Agnostic Equivariance | ✓ Link | 0.3287 | 0.6694 | 0.9526 | 0.5341 | | ViT-PS | 2023-06-05 |
Diffusing Graph Attention | | 0.1369±0.0012 | 0.4053±0.0011 | 0.8592±0.0007 | 0.3388±0.0011 | | Graph Diffuser | 2023-03-01 |
Long Range Graph Benchmark | ✓ Link | 0.1355±0.0017 | 0.4004±0.0021 | 0.8478±0.0044 | 0.3350±0.0003 | | SAN+LapPE | 2022-06-16 |
Long Range Graph Benchmark | ✓ Link | 0.1337±0.0013 | 0.3642±0.0043 | 0.8147±0.0062 | 0.3180±0.0027 | | GINE | 2022-06-16 |
Simple and Deep Graph Convolutional Networks | ✓ Link | 0.1325±0.0009 | 0.3607±0.0003 | 0.8116±0.0009 | 0.3161±0.0004 | | GCNII | 2020-07-04 |
Long Range Graph Benchmark | ✓ Link | 0.1321±0.0007 | 0.3791±0.0004 | 0.8256±0.0006 | 0.3234±0.0006 | | GCN | 2022-06-16 |
Long Range Graph Benchmark | ✓ Link | 0.1312±0.0016 | 0.4030±0.0008 | 0.8550±0.0024 | 0.3341±0.0006 | | SAN+RWSE | 2022-06-16 |
Long Range Graph Benchmark | ✓ Link | 0.1288±0.0013 | 0.3808±0.0006 | 0.8517±0.0005 | 0.3242±0.0008 | | GatedGCN+RWSE | 2022-06-16 |
Long Range Graph Benchmark | ✓ Link | 0.1279±0.0018 | 0.3783±0.0004 | 0.8433±0.0011 | 0.3218±0.0011 | | GatedGCN | 2022-06-16 |
Long Range Graph Benchmark | ✓ Link | 0.1221±0.0011 | 0.3679±0.0033 | 0.8517±0.0039 | 0.3174±0.0020 | | Transformer+LapPE | 2022-06-16 |
Exphormer: Sparse Transformers for Graphs | ✓ Link | | | | 0.3637±0.0020 | | Exphormer | 2023-03-10 |
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark | ✓ Link | | | | 0.3509±0.0006 | 0.4617±0.0005 | GINE-tuned | 2023-09-01 |
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark | ✓ Link | | | | 0.3498±0.0005 | 0.4703±0.0014 | GPS-tuned | 2023-09-01 |
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark | ✓ Link | | | | 0.3495±0.0010 | 0.4670±0.0004 | GatedGCN-tuned | 2023-09-01 |
DRew: Dynamically Rewired Message Passing with Delay | ✓ Link | | | | 0.3444±0.0017 | | DRew-GCN | 2023-05-13 |
Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark | ✓ Link | | | | 0.3424±0.0007 | 0.4526±0.0006 | GCN-tuned | 2023-09-01 |
Recipe for a General, Powerful, Scalable Graph Transformer | ✓ Link | | | | 0.3337±0.0006 | | GPS | 2022-05-25 |
Learning Long Range Dependencies on Graphs via Random Walks | ✓ Link | | | | | 0.4707 ± 0.0007 | NeuralWalker | 2024-06-05 |