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Node Classification research benchmarks – Page 42 · SOTA2 Research

Node Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Amazon-ratings non-overlapping subgraph partitioning (10 Clients)

45.89Accuracy

13

Feb 26, 2026

Roman-empire non-overlapping subgraph partitioning (5 Clients)

0.687Accuracy

13

Feb 26, 2026

CiteSeer overlapping subgraph partitioning 10 Clients

73.47Accuracy

13

Feb 26, 2026

0.026Energy

13

Feb 26, 2026

1.273Energy

13

Feb 26, 2026

0.047Energy Consumption

13

Feb 26, 2026

90.92Accuracy

13

Mar 25, 2026

ACM MinMax (20% test)

89.8Accuracy

13

Feb 26, 2026

Citeseer MinMax (20% test)

73.51Accuracy

13

Feb 26, 2026

Cora MinMax (20% test)

78.4Accuracy

13

Feb 26, 2026

ACM Metattack (20% test)

89.78Accuracy

13

Feb 26, 2026

Citeseer Metattack (20% test)

71.03Accuracy

13

Feb 26, 2026

Cora Metattack (20% test)

77.74Accuracy

13

Feb 26, 2026

0.015Training Time per Epoch (s)

13

Feb 26, 2026

ogbn-arxiv transductive

72.21Accuracy

13

Feb 26, 2026

DBLP* multi-label (test)

80.58Micro-F1

13

Feb 26, 2026

Cornell standard (test)

76Micro-F1

13

Feb 26, 2026

Citeseer 6 labeled per class

68.9Accuracy

13

May 15, 2026

Citeseer (3 labeled per class)

67.7Accuracy

13

Feb 26, 2026

Citeseer 20 labels per class (test)

69.9Accuracy

13

Feb 26, 2026

39.7Accuracy

13

Feb 26, 2026

46.9Accuracy

13

Feb 26, 2026

92.5Accuracy

13

Feb 26, 2026

94.4Accuracy

13

Feb 26, 2026

97.3Accuracy

13

Feb 26, 2026

Page 42 of 87

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Cora Citeseer Pubmed Ogbn-arxiv Chameleon

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