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Models/GTOT-Tuning

GTOT-Tuning

Reported on 16 benchmarks across 2 tasks · 1 paper · 12 SOTA

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

Graphs8 results

Graph ClassificationonSIDER
ROC-AUC· 2022-03-20
63.5
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
Graph ClassificationonBACE
ROC-AUC· 2022-03-20
83.4
best: 84.79 (G-Tuning)
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
Graph Classificationonclintox
ROC-AUC· 2022-03-20
72
best: 74.64 (G-Tuning)
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
Graph ClassificationonMUV
ROC-AUC· 2022-03-20
80
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
Graph ClassificationonBBBP
ROC-AUC· 2022-03-20
70
best: 72.59 (G-Tuning)
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
Graph ClassificationonHIV
ROC-AUC· 2022-03-20
78.2
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
Graph ClassificationonToxCast
ROC-AUC· 2022-03-20
64
best: 65.44 (GMT)
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
Graph ClassificationonTox21
ROC-AUC· 2022-03-20
75.6
best: 77.3 (GMT)
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453

Methodology8 results

ClassificationonSIDER
ROC-AUC· 2022-03-20
63.5
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
ClassificationonBACE
ROC-AUC· 2022-03-20
83.4
best: 84.79 (G-Tuning)
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
Classificationonclintox
ROC-AUC· 2022-03-20
72
best: 74.64 (G-Tuning)
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
ClassificationonMUV
ROC-AUC· 2022-03-20
80
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
ClassificationonBBBP
ROC-AUC· 2022-03-20
70
best: 72.59 (G-Tuning)
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
ClassificationonHIV
ROC-AUC· 2022-03-20
78.2
SOTA
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
ClassificationonToxCast
ROC-AUC· 2022-03-20
64
best: 65.44 (GMT)
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453
ClassificationonTox21
ROC-AUC· 2022-03-20
75.6
best: 77.3 (GMT)
Fine-Tuning Graph Neural Networks via Graph Topology induced Optimal Transport arXiv:2203.10453