Privacy Parameter Estimation on Cora 50% nodes sampled (train)
2.4p5 EstimateBMP-R
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BMP-RSampling Strategy=random, Decision Type=weak, Output Type=clean, Architecture=GAT, Graph Connectivity=full edge2026.06 | 2.4 | 2.5 | 2.5 | |
| BMP-RSampling Strategy=random, Decision Type=weak, Output Type=noisy, Architecture=GCN, Graph Connectivity=full edge2026.06 | 2.8 | 2.8 | 2.8 | |
| BMP-RSampling Strategy=random, Decision Type=strong, Output Type=noisy, Architecture=GCN, Graph Connectivity=full edge2026.06 | 2.8 | 2.8 | 2.8 | |
| MPSampling Strategy=random, Decision Type=weak, Output Type=noisy, Architecture=GCN, Graph Connectivity=full edge2026.06 | 3.1 | 3.1 | 3.2 | |
| MPSampling Strategy=random, Decision Type=strong, Output Type=noisy, Architecture=GCN, Graph Connectivity=full edge2026.06 | 3.2 | 3.2 | 3.3 | |
| MPSampling Strategy=random, Decision Type=weak, Output Type=clean, Architecture=GAT, Graph Connectivity=full edge2026.06 | 3.6 | 3.6 | 3.6 | |
| BMP-RSampling Strategy=random, Decision Type=strong, Output Type=clean, Architecture=GCN, Graph Connectivity=full edge2026.06 | 3.8 | 3.9 | 4.3 | |
| BMP-RSampling Strategy=random, Decision Type=weak, Output Type=clean, Architecture=GCN, Graph Connectivity=full edge2026.06 | 4.1 | 4.4 | 4.8 | |
| MPSampling Strategy=random, Decision Type=strong, Output Type=clean, Architecture=GCN, Graph Connectivity=full edge2026.06 | 4.1 | 4.1 | 4.2 | |
| MPSampling Strategy=random, Decision Type=weak, Output Type=clean, Architecture=GCN, Graph Connectivity=full edge2026.06 | 4.6 | 4.6 | 4.8 | |
| BMP-RSampling Strategy=snowball, Decision Type=strong, Output Type=noisy, Architecture=GAT, Graph Connectivity=no edges2026.06 | 5.5 | 6 | 7.3 | |
| BMP-RSampling Strategy=snowball, Decision Type=strong, Output Type=noisy, Architecture=GCN, Graph Connectivity=full edge2026.06 | 5.6 | 6.2 | 7.8 | |
| BMP-RSampling Strategy=snowball, Decision Type=weak, Output Type=noisy, Architecture=GCN, Graph Connectivity=full edge2026.06 | 5.7 | 6.4 | 8.4 | |
| BMP-RSampling Strategy=random, Decision Type=weak, Output Type=clean, Architecture=GCN, Graph Connectivity=no edges2026.06 | 6.7 | 8.1 | 10 | |
| BMP-RSampling Strategy=snowball, Decision Type=strong, Output Type=clean, Architecture=GCN, Graph Connectivity=full edge2026.06 | 6.8 | 8 | 10 | |
| MPSampling Strategy=random, Decision Type=weak, Output Type=clean, Architecture=GCN, Graph Connectivity=no edges2026.06 | 6.8 | 8 | 10 | |
| BMP-RSampling Strategy=snowball, Decision Type=weak, Output Type=clean, Architecture=GCN, Graph Connectivity=full edge2026.06 | 7.2 | 8.6 | 11 | |
| MPSampling Strategy=snowball, Decision Type=weak, Output Type=noisy, Architecture=GCN, Graph Connectivity=full edge2026.06 | 9.5 | 11 | 13 | |
| MPSampling Strategy=snowball, Decision Type=strong, Output Type=noisy, Architecture=GCN, Graph Connectivity=full edge2026.06 | 9.8 | 11 | 13 | |
| MPSampling Strategy=snowball, Decision Type=strong, Output Type=noisy, Architecture=GAT, Graph Connectivity=no edges2026.06 | 9.8 | 11 | 13 | |
| MPSampling Strategy=snowball, Decision Type=weak, Output Type=clean, Architecture=GCN, Graph Connectivity=full edge2026.06 | 10 | 11 | 13 | |
| MPSampling Strategy=snowball, Decision Type=strong, Output Type=clean, Architecture=GCN, Graph Connectivity=full edge2026.06 | 10 | — | 14 |