| { |
| "seed": 20260722, |
| "seq_len": 3920, |
| "train_samples_per_arm": 9000, |
| "eval_samples_per_arm": 30, |
| "epochs_cap": 20, |
| "real_source": "monash", |
| "monash_dataset": "https://huggingface.co/datasets/Monash-University/monash_tsf", |
| "arms": { |
| "synthetic_rcd": { |
| "arm": "synthetic_rcd", |
| "samples": 9000, |
| "points": 35280000, |
| "best_val_loss": 0.20701933205127715, |
| "Affiliation-F": 0.46004305974379867, |
| "F1_T": 0.46004305974379867, |
| "Standard-F1": 0.46004305974379867, |
| "VUS-PR": 0.6737676317184785 |
| }, |
| "synthetic_dada": { |
| "arm": "synthetic_dada", |
| "samples": 9000, |
| "points": 34822199, |
| "best_val_loss": 0.3627523442109426, |
| "Affiliation-F": 0.7587017179561487, |
| "F1_T": 0.7587017179561487, |
| "Standard-F1": 0.7587017179561487, |
| "VUS-PR": 0.7892532285829437 |
| }, |
| "real_dada": { |
| "arm": "real_dada", |
| "samples": 9000, |
| "points": 34807457, |
| "best_val_loss": 0.0967936063806216, |
| "Affiliation-F": 0.9617137231284211, |
| "F1_T": 0.9617137231284211, |
| "Standard-F1": 0.9617137231284211, |
| "VUS-PR": 0.9869904771052156 |
| } |
| }, |
| "elapsed_seconds": 2767.39, |
| "note": "DADA arms use official iambowen/DADA inject_anomalies when import succeeds; otherwise the script prints a fallback warning." |
| } |
