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Node Classification research benchmarks – Page 41 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

75.38Accuracy

13

Apr 23, 2026

PubMed rho = 10 (test)

75.35Balanced Accuracy

13

Mar 18, 2026

CiteSeer rho = 10 (test)

65.63Balanced Accuracy (bAcc)

13

Mar 18, 2026

Cora rho = 10 (test)

78.33Balanced Accuracy

13

Mar 18, 2026

Toys+Movies -> CDs zero-shot

54.32Accuracy (zero-shot)

13

Mar 6, 2026

Toys -> Movies zero-shot

41Accuracy

13

Mar 6, 2026

93.45Accuracy

13

Mar 4, 2026

90.16Accuracy

13

Mar 4, 2026

85.03Accuracy

13

Feb 26, 2026

95.93Accuracy

13

Feb 26, 2026

86.28Accuracy

13

Feb 26, 2026

80.92Accuracy

13

Feb 26, 2026

53.98Accuracy

13

Feb 26, 2026

OGBN-Arxiv uniform missing (test)

72.27Accuracy

13

Feb 26, 2026

OGBN-Arxiv structural missing (test)

72.27Accuracy

13

Feb 26, 2026

97.74AUC

13

Feb 26, 2026

92.82AUC

13

Feb 26, 2026

Computers standard (test)

85.87Acc

13

Feb 26, 2026

Photo standard (test)

88.63Accuracy

13

Feb 26, 2026

PubMed standard (test)

80.82Accuracy

13

Feb 26, 2026

PubMed non-overlapping (20 clients)

87.37Accuracy

13

Feb 26, 2026

CiteSeer 10 clients non-overlapping

77.65Accuracy

13

Feb 26, 2026

Questions non-overlapping subgraph partitioning (10 Clients)

68.69AUC

13

Feb 26, 2026

Tolokers non-overlapping subgraph partitioning (5 Clients)

75.82AUC

13

Feb 26, 2026

Minesweeper 20 Clients non-overlapping subgraph partitioning

82.6AUC

13

Feb 26, 2026

Page 41 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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