{ "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." }