| { |
| "protocol": { |
| "paper": "arXiv:2509.22259v1, Section 4.3 / Table 3", |
| "official_repository": "https://github.com/cederikhoefs/Graph-RoPE", |
| "official_commit": "4ac067eb38272543b0cdd7591d630399ff37bce4", |
| "dataset": "PyG GNNBenchmarkDataset MNIST graph classification", |
| "architecture": "GCN local branch + official GraphRoPE Performer global branch, hidden=32, heads=4, layers=3", |
| "budget": { |
| "train_graphs": 128, |
| "test_graphs": 128, |
| "epochs": 2, |
| "seeds": [ |
| 0, |
| 1 |
| ] |
| }, |
| "baseline": "m=0 with the same Laplacian features as node inputs and WIRE disabled", |
| "wire": "m=8 spectral coordinates supplied to official GraphRoPE Performer" |
| }, |
| "rows": [ |
| { |
| "dataset": "MNIST", |
| "attention": "Performer", |
| "m": 0, |
| "seed": 0, |
| "train_graphs": 128, |
| "test_graphs": 128, |
| "epochs": 2, |
| "best_test_accuracy": 0.1875, |
| "parameters": 23018 |
| }, |
| { |
| "dataset": "MNIST", |
| "attention": "Performer", |
| "m": 0, |
| "seed": 1, |
| "train_graphs": 128, |
| "test_graphs": 128, |
| "epochs": 2, |
| "best_test_accuracy": 0.1796875, |
| "parameters": 23018 |
| }, |
| { |
| "dataset": "MNIST", |
| "attention": "Performer", |
| "m": 8, |
| "seed": 0, |
| "train_graphs": 128, |
| "test_graphs": 128, |
| "epochs": 2, |
| "best_test_accuracy": 0.15625, |
| "parameters": 23402 |
| }, |
| { |
| "dataset": "MNIST", |
| "attention": "Performer", |
| "m": 8, |
| "seed": 1, |
| "train_graphs": 128, |
| "test_graphs": 128, |
| "epochs": 2, |
| "best_test_accuracy": 0.15625, |
| "parameters": 23402 |
| } |
| ], |
| "runtime_seconds": 88.57794499397278 |
| } |
|
|
