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ResearchFormerly WizWand

Tolokers

Benchmarks

TaskDatasetSOTA resultTrendResults

Node classification

Tolokers (test)

86.23AUROC

128

Node Classification

tolokers

86.21ROC AUC

104

Node Classification

Tolokers (non-overlapping subgraph partitioning)

76.49AUC (%)

45

Node Classification

Tolokers overlapping subgraph partitioning

74.54AUC

39

Node Classification

Tolokers v1 (test)

85.91AUC

26

Binary Classification

tolokers 2 (RL (Random Low))

61.58AP

21

Node Classification

Tolokers original (standard)

82.88ROC AUC

20

Graph Anomaly Detection

Tolokers

40.5AUPRC

19

Node Classification

tolokers RL 2

61.6Accuracy

16

Anomaly Detection

Tolokers

59.53AUROC

16

Transductive Node Classification

tolokers

86.73AUC-ROC

14

Graph Anomaly Detection

Tolokers

59.36AUC

14

Node Classification

Tolokers non-overlapping subgraph partitioning (5 Clients)

75.82AUC

13

Edge-level Anomaly Detection

Tolokers

66.2F1-macro

13

Node-level Anomaly Detection

Tolokers

68.15F1 Macro

13

Graph Anomaly Detection

Tolokers (test)

27.37AUPRC

12

Edge-level Anomaly Detection

Tolokers

0.77AUROC

12

Node-level Anomaly Detection

Tolokers

80.62AUROC

12

Graph Anomaly Detection

Tolokers

65.05AUROC

11

Graph Anomaly Detection

Tolokers

24.59AP

11

Node Classification

Tolokers heterophilic (test)

0.858AUC

11

Graph Anomaly Detection

Tolokers 40% supervision (train)

68.84F1 Macro

10

Graph Anomaly Detection

Tolokers 1% supervision (train)

62.14F1-macro

10

Node Classification

Tolokers heterophilic graphs (test)

85.91Accuracy

9

Node Classification

Tolokers 95% (test)

76.89ROC-AUC

8