paper-with-me

Node Classification 벤치마크

Node Classification on PascalVOC-SP

21개 결과 · ⬇ CSV · JSON

macro F1

0.1265 0.2177 0.3089 0.4 0.4912 2020-07 2026-09 GCNII — 0.1698 (2020-07-04) GPS — 0.3748 (2022-05-25) SAN+LapPE — 0.323 (2022-06-16) SAN+RWSE — 0.3216 (2022-06-16) GatedGCN — 0.2873 (2022-06-16) GatedGCN+LapPE — 0.286 (2022-06-16) Transformer+LapPE — 0.2694 (2022-06-16) GCN — 0.1268 (2022-06-16) GINE — 0.1265 (2022-06-16) GatedGCN+LapPE+virtual node — 0.3103 (2023-01-27) Exphormer — 0.396 (2023-03-10) DRew-GatedGCN+LapPE — 0.3314 (2023-05-13) GPS-tuned — 0.444 (2023-09-01) GatedGCN-tuned — 0.388 (2023-09-01) GINE-tuned — 0.2718 (2023-09-01) GCN-tuned — 0.2078 (2023-09-01) NeuralWalker — 0.4912 (2024-06-05) GatedGCN-HSG — 0.4604 (2024-06-22) GatedGCN+ — 0.4263 (2025-02-13) IM-GatedGCN — 0.4332 (2025-05-29) IM-GCN — 0.2929 (2025-05-29) GCNII — 0.1698 (2020-07-04) GPS — 0.3748 (2022-05-25) Exphormer — 0.396 (2023-03-10) GPS-tuned — 0.444 (2023-09-01) NeuralWalker — 0.4912 (2024-06-05)
RankModel macro F1 PaperCodeYear
1 NeuralWalker 0.4912 ± 0.0042 Learning Long Range Dependencies on Graphs via Random Walks borgwardtlab/neuralwalker 2024
2 GatedGCN-HSG 0.4604±0.0059 Next Level Message-Passing with Hierarchical Support Graphs carlosinator/support-graphs 2024
3 GPS-tuned 0.4440±0.0065 Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark toenshoff/lrgb · Fedzbar/laser-release 2023
4 IM-GatedGCN 0.4332 ± 0.0078 Improving the Effective Receptive Field of Message-Passing Neural Networks bgu-cs-vil/im-mpnn 2025
5 GatedGCN+ 0.4263 ± 0.0057 Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence LUOyk1999/GNNPlus 2025
6 Exphormer 0.396±0.0027 Exphormer: Sparse Transformers for Graphs hamed1375/exphormer 2023
7 GatedGCN-tuned 0.3880±0.0040 Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark toenshoff/lrgb · Fedzbar/laser-release 2023
8 GPS 0.3748±0.0109 Recipe for a General, Powerful, Scalable Graph Transformer rampasek/GraphGPS · hamed1375/exphormer · graphcore/ogb-lsc-pcqm4mv2 · +1 2022
9 DRew-GatedGCN+LapPE 0.3314±0.0024 DRew: Dynamically Rewired Message Passing with Delay bengutteridge/drew 2023
10 SAN+LapPE 0.3230±0.0039 Long Range Graph Benchmark vijaydwivedi75/lrgb · zml72062/dr-fwl-2 2022
11 SAN+RWSE 0.3216±0.0027 Long Range Graph Benchmark vijaydwivedi75/lrgb · zml72062/dr-fwl-2 2022
12 GatedGCN+LapPE+virtual node 0.3103±0.0068 On the Connection Between MPNN and Graph Transformer chen-cai-osu/mpnn-gt-connection 2023
13 IM-GCN 0.2929 ± 0.0058 Improving the Effective Receptive Field of Message-Passing Neural Networks bgu-cs-vil/im-mpnn 2025
14 GatedGCN 0.2873±0.0219 Long Range Graph Benchmark vijaydwivedi75/lrgb · zml72062/dr-fwl-2 2022
15 GatedGCN+LapPE 0.2860±0.0085 Long Range Graph Benchmark vijaydwivedi75/lrgb · zml72062/dr-fwl-2 2022
16 GINE-tuned 0.2718±0.0054 Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark toenshoff/lrgb · Fedzbar/laser-release 2023
17 Transformer+LapPE 0.2694±0.0098 Long Range Graph Benchmark vijaydwivedi75/lrgb · zml72062/dr-fwl-2 2022
18 GCN-tuned 0.2078±0.0031 Where Did the Gap Go? Reassessing the Long-Range Graph Benchmark toenshoff/lrgb · Fedzbar/laser-release 2023
19 GCNII 0.1698±0.0080 Simple and Deep Graph Convolutional Networks chennnM/GCNII · chennnM/GCNII · zhanglab-aim/cancer-net · +1 2020
20 GCN 0.1268±0.0060 Long Range Graph Benchmark vijaydwivedi75/lrgb · zml72062/dr-fwl-2 2022
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