{ "generator": "F4_LogisticMap", "family": "F4: Deterministic Chaos", "process": "Logistic Map", "params": { "r": 3.9, "burn_in": 1000 }, "oracle_method": "Monte Carlo oracle (M=5000 trajectory simulations)", "description": "Chaotic discrete-time system x_{t+1} = r*x_t*(1-x_t) in the fully chaotic regime.", "L_star_type": "monte_carlo", "data_config": { "context_length": 192, "horizon": 96, "total_length": 288, "n_channels": 1, "n_train": 10000, "n_test": 500, "seed_train": 42, "seed_test": 9999 }, "statistics": { "train": { "n_samples": 10000, "length": 288, "n_channels": 1, "mean": 0.5924293983702104, "std": 0.29925084994203566, "min": 0.09506250000006836, "max": 0.9749999999999815 }, "test": { "n_samples": 500, "length": 288, "n_channels": 1, "mean": 0.5924161382925378, "std": 0.2992307725948827, "min": 0.09506250119623819, "max": 0.9749999996771287 } } }