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ResearchFormerly WizWand

ogbn-proteins

Benchmarks

TaskDatasetSOTA resultTrendResults

Node Classification

ogbn-proteins

91.75ROC AUC

113

Node Classification

ogbn-proteins (test)

0.892ROC-AUC

62

Node classification

ogbn-proteins

86.4Accuracy

35

Node Property Prediction

ogbn-proteins (test)

0.864ROC AUC

34

Node Classification

Ogbn-proteins (test)

81.9Accuracy

23

Node Classification

ogbn-proteins (val)

0.947ROC-AUC

19

Multi-label node classification

ogbn-proteins (val)

0.926ROC AUC

8

Graph Representation Learning

ogbn-proteins (test)

8.47Perplexity

7

Local Community Detection

ogbn-proteins

0.006Local Conductance

6

Local Graph Solving

ogbn-proteins

0.002Runtime (s)

6

Local Clustering

ogbn-proteins

40,000Operations

6

Node Classification

OGBN-Proteins (test)

-5.47Rel. ROC-AUC Degradation (5% Del)

5

Node Classification

ogbn-proteins (10% test)

66Micro-F1

4

Embedding consistency evaluation

OGBN-Proteins 10% hybrid perturbation (test)

8.91R_abs

4

Node Classification

ogbn-proteins

1,438.23Running Time (s)

4

Graph Embedding

ogbn-proteins

266Speedup

1