| { |
| "seed": 20260722, |
| "seq_len": 3920, |
| "train_samples_per_arm": 9000, |
| "eval_samples_per_arm": 30, |
| "epochs_cap": 20, |
| "real_source": "tsb", |
| "monash_dataset": "https://huggingface.co/datasets/Monash-University/monash_tsf", |
| "arms": { |
| "synthetic_rcd": { |
| "arm": "synthetic_rcd", |
| "samples": 9000, |
| "points": 35280000, |
| "best_val_loss": 0.2213298479715983, |
| "Affiliation-F": 0.3995977489922427, |
| "F1_T": 0.3995977489922427, |
| "Standard-F1": 0.3995977489922427, |
| "VUS-PR": 0.5052871437697022 |
| }, |
| "synthetic_dada": { |
| "arm": "synthetic_dada", |
| "samples": 9000, |
| "points": 34815132, |
| "best_val_loss": 0.3498440186182658, |
| "Affiliation-F": 0.7538200061122916, |
| "F1_T": 0.7538200061122916, |
| "Standard-F1": 0.7538200061122916, |
| "VUS-PR": 0.784962249143921 |
| }, |
| "real_dada": { |
| "arm": "real_dada", |
| "samples": 9000, |
| "points": 34817652, |
| "best_val_loss": 0.40583637555440266, |
| "Affiliation-F": 0.7221944965774725, |
| "F1_T": 0.7221944965774725, |
| "Standard-F1": 0.7221944965774725, |
| "VUS-PR": 0.7530784740522771 |
| } |
| }, |
| "elapsed_seconds": 2840.45, |
| "note": "DADA arms use official iambowen/DADA inject_anomalies when import succeeds; otherwise the script prints a fallback warning." |
| } |
