{ "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." }