Tolokers
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
Tolokers (test)
86.23AUROC
128
tolokers
86.21ROC AUC
104
Tolokers (non-overlapping subgraph partitioning)
76.49AUC (%)
45
Tolokers overlapping subgraph partitioning
74.54AUC
39
Tolokers v1 (test)
85.91AUC
26
tolokers 2 (RL (Random Low))
61.58AP
21
Tolokers original (standard)
82.88ROC AUC
20
Tolokers
40.5AUPRC
19
tolokers RL 2
61.6Accuracy
16
Tolokers
59.53AUROC
16
tolokers
86.73AUC-ROC
14
Tolokers
59.36AUC
14
Tolokers non-overlapping subgraph partitioning (5 Clients)
75.82AUC
13
Tolokers
66.2F1-macro
13
Tolokers
68.15F1 Macro
13
Tolokers (test)
27.37AUPRC
12
Tolokers
0.77AUROC
12
Tolokers
80.62AUROC
12
Tolokers
65.05AUROC
11
Tolokers
24.59AP
11
Tolokers heterophilic (test)
0.858AUC
11
Tolokers 40% supervision (train)
68.84F1 Macro
10
Tolokers 1% supervision (train)
62.14F1-macro
10
Tolokers heterophilic graphs (test)
85.91Accuracy
9
Tolokers 95% (test)
76.89ROC-AUC
8