| { |
| "protocol": { |
| "paper": "arXiv:2509.22259v1, Section 4.1 and Appendix A.1", |
| "official_repository": "https://github.com/cederikhoefs/Graph-RoPE", |
| "official_commit": "4ac067eb38272543b0cdd7591d630399ff37bce4", |
| "graph_sizes": { |
| "monochromatic": "5x5 grid", |
| "shortest": "10-node Watts-Strogatz, k=2, p=0.6" |
| }, |
| "model": "4-layer single-head transformer, hidden=32, MLP=32, dropout=0.2", |
| "optimizer": "AdamW(lr=2e-4, weight_decay=1e-4), cosine eta_min=2e-6", |
| "omega_initialization": "zero", |
| "budget": { |
| "train_examples": 256, |
| "test_examples": 128, |
| "epochs": 8, |
| "seeds": [ |
| 0, |
| 1 |
| ] |
| }, |
| "normalization": "RMSE divided by graph size (25 for monochromatic, 10 for shortest path)", |
| "baseline": "m=0, same model and data with WIRE disabled" |
| }, |
| "rows": [ |
| { |
| "task": "monochromatic", |
| "setting": "0", |
| "m": 0, |
| "seed": 0, |
| "train_examples": 256, |
| "test_examples": 128, |
| "epochs": 8, |
| "best_normalized_test_rmse": 0.06839866191148758, |
| "parameters": 26369 |
| }, |
| { |
| "task": "monochromatic", |
| "setting": "0", |
| "m": 0, |
| "seed": 1, |
| "train_examples": 256, |
| "test_examples": 128, |
| "epochs": 8, |
| "best_normalized_test_rmse": 0.06361407786607742, |
| "parameters": 26369 |
| }, |
| { |
| "task": "monochromatic", |
| "setting": "0", |
| "m": 5, |
| "seed": 0, |
| "train_examples": 256, |
| "test_examples": 128, |
| "epochs": 8, |
| "best_normalized_test_rmse": 0.07993544638156891, |
| "parameters": 26689 |
| }, |
| { |
| "task": "monochromatic", |
| "setting": "0", |
| "m": 5, |
| "seed": 1, |
| "train_examples": 256, |
| "test_examples": 128, |
| "epochs": 8, |
| "best_normalized_test_rmse": 0.068186916410923, |
| "parameters": 26689 |
| }, |
| { |
| "task": "monochromatic", |
| "setting": "15", |
| "m": 0, |
| "seed": 0, |
| "train_examples": 256, |
| "test_examples": 128, |
| "epochs": 8, |
| "best_normalized_test_rmse": 0.062019895762205124, |
| "parameters": 26369 |
| }, |
| { |
| "task": "monochromatic", |
| "setting": "15", |
| "m": 0, |
| "seed": 1, |
| "train_examples": 256, |
| "test_examples": 128, |
| "epochs": 8, |
| "best_normalized_test_rmse": 0.06363179534673691, |
| "parameters": 26369 |
| }, |
| { |
| "task": "monochromatic", |
| "setting": "15", |
| "m": 5, |
| "seed": 0, |
| "train_examples": 256, |
| "test_examples": 128, |
| "epochs": 8, |
| "best_normalized_test_rmse": 0.055608343333005905, |
| "parameters": 26689 |
| }, |
| { |
| "task": "monochromatic", |
| "setting": "15", |
| "m": 5, |
| "seed": 1, |
| "train_examples": 256, |
| "test_examples": 128, |
| "epochs": 8, |
| "best_normalized_test_rmse": 0.06651563197374344, |
| "parameters": 26689 |
| } |
| ], |
| "runtime_seconds": 127.14733576774597 |
| } |
|
|