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ResearchFormerly WizWand

Citeseer

Benchmarks

TaskDatasetSOTA resultTrendResults

Node Classification

Citeseer

92.4Accuracy

14

Graph Reconstruction Attack

Citeseer

0.946ROC-AUC

14

Node Classification

CITESEER evasion

3.07Misclassification Rate

14

Out-of-Distribution Detection

Citeseer

77.54In-Distribution Accuracy

14

Link Prediction

CiteSeer

97.01ROC AUC

14

Node Classification

Citeseer standard (test)

80.7Node Classification Accuracy

14

Node classification

Citeseer L/C 60 (test)

77.11Accuracy

14

Node classification

Citeseer L/C 40 (test)

76.73Accuracy

14

Node classification

Citeseer labels=370 (modified)

73.9Accuracy

14

Node Classification

CiteSeer semi-supervised Planetoid split modified (20% sample) (test)

38.12Accuracy

13

Node Classification

CiteSeer rho = 10 (test)

65.63Balanced Accuracy (bAcc)

13

Community Detection

Citeseer

0.959Topsis Score

13

Node Classification

Citeseer

92.82AUC

13

Node Classification

CiteSeer 10 clients non-overlapping

77.65Accuracy

13

Node Classification

CiteSeer overlapping subgraph partitioning 10 Clients

73.47Accuracy

13

Community Detection

Citeseer v1 (test)

47.56ACC

13

Graph Generation

Citeseer

1,700Degree

13

Node Classification

Citeseer MinMax (20% test)

73.51Accuracy

13

Node Classification

Citeseer Metattack (20% test)

71.03Accuracy

13

Graph feature imputation

Citeseer (test)

0.399RMSE

13

Node Classification

Citeseer 6 labeled per class

68.9Accuracy

13

Node Classification

Citeseer (3 labeled per class)

67.7Accuracy

13

Node Classification

Citeseer 20 labels per class (test)

69.9Accuracy

13

Node classification

CiteSeer node clustering coefficient shift

45.1F1 Score

12

Link Prediction

Citeseer

69.4AUC (Link Prediction)

12