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Models/EGT

EGT

Reported on 13 benchmarks across 5 tasks · 1 paper · 9 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Graphs11 results

Link PredictiononTSP/HCP Benchmark set
F1· 2021-08-07
0.853
best: 0.871 (TGT-Agx4)
SOTA
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348
Graph RegressiononPCQM4Mv2-LSC
Test MAE· 2021-08-07
0.0862
best: 0.0683 (EGT + Triangular Attention)
SOTA
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348
Graph RegressiononPCQM4Mv2-LSC
Validation MAE· 2021-08-07
0.0857
best: 0.0235 (ESA (Edge set attention, no positional encodings))
SOTA
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348
Graph RegressiononPCQM4M-LSC
Validation MAE· 2021-08-07
0.1224
best: 0.1148 (O-GNN)
SOTA
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348
Graph ClassificationonMNIST
Accuracy· 2021-08-07
98.173
best: 98.423 (CKGCN)
SOTA
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348
Node ClassificationonPATTERN
Accuracy· 2021-08-07
86.821
best: 88.661 (CKGCN)
SOTA
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348
Node ClassificationonCLUSTER
Accuracy· 2021-08-07
79.232
best: 80.026 (GRIT)
SOTA
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348
Node ClassificationonPATTERN 100k
Accuracy (%)· 2021-08-07
86.816
SOTA
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348
Graph RegressiononZINC-500k
MAE· 2021-08-07
0.108
best: 0.051 (ESA + rings + NodeRWSE + EdgeRWSE)
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348
Graph RegressiononZINC 100k
MAE· 2021-08-07
0.143
best: 0.094 (CIN-small)
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348
Graph ClassificationonCIFAR10 100k
Accuracy (%)· 2021-08-07
68.702
best: 76.468 (GRIT)
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348

Methodology2 results

ClassificationonMNIST
Accuracy· 2021-08-07
98.173
best: 98.423 (CKGCN)
SOTA
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348
ClassificationonCIFAR10 100k
Accuracy (%)· 2021-08-07
68.702
best: 76.468 (GRIT)
Global Self-Attention as a Replacement for Graph Convolution arXiv:2108.03348