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Papers Benchmarks Datasets Tasks

Tolokers dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

Tolokers

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Node-level classification

TOLOKERS

0.427MCC

8

SpMM with GCN operator

Tolokers 2

2.59Latency Speedup (Forward)

6

Graph Transformer Efficiency Benchmarking

tolokers 2

9.78Latency Speedup (Forward Pass)

6

Edge-to-Node Transfer

Tolokers

65.57F1-macro

4

Node-to-Edge Transfer

Tolokers

65.46F1-macro

4

Edge-to-Node Zero-shot Anomaly Detection

Tolokers

46.36AUPRC

4

Node-to-Edge Zero-shot Anomaly Detection

Tolokers

0.543AUPRC (Zero-shot)

4

Graph Anomaly Detection

Tolokers E → N v1

0.785AUROC

4

Graph Anomaly Detection

Tolokers N → E v1

74.04AUROC

4

Edge Anomaly Detection

Tolokers

56.89AUPRC

3

Node Anomaly Detection

Tolokers

50.8AUPRC

3

Tolokers

0.018Mean NMI

2

Reduction-based convolutions

tolokers 2

2.54Latency Speedup (Forward Pass)

2

Binary classification

TOLOKERS RH 2

61.34Average Precision (AP)

2

Node Classification

Tolokers overlapping subgraph partitioning (10 Clients)

75.43AUC

2

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Popular tasks

Node Classification Graph Anomaly Detection Binary Classification Node-level Anomaly Detection Edge-level Anomaly Detection

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