{ "structures": { "confounded": { "rmse": 0.681593135140375, "direction_accuracy": 0.0, "trajectory_correlation": 0.0, "null_detected": 0.0, "pred_cate_mean": 0.6810493767981727, "true_cate_mean": 0.0, "n_seeds": 5 }, "mediated": { "rmse": 0.8923469699693654, "direction_accuracy": 0.4666666666666667, "trajectory_correlation": -0.1076186800934075, "null_detected": "N/A", "pred_cate_mean": -0.0896030426301683, "true_cate_mean": 0.5514786841923025, "n_seeds": 5 }, "time_varying_confounded": { "rmse": 0.40978652111886243, "direction_accuracy": 1.0, "trajectory_correlation": 0.0, "null_detected": "N/A", "pred_cate_mean": 0.18326412199096132, "true_cate_mean": 0.5911041763020383, "n_seeds": 5 }, "feedback": { "rmse": 0.31327788634616005, "direction_accuracy": 1.0, "trajectory_correlation": 0.0, "null_detected": "N/A", "pred_cate_mean": 0.5442088283598423, "true_cate_mean": 0.514855316018063, "n_seeds": 5 }, "instrumental_variable": { "rmse": 0.70705308193879, "direction_accuracy": 0.9566666666666667, "trajectory_correlation": -0.021855126454785802, "null_detected": "N/A", "pred_cate_mean": 0.2339213555591802, "true_cate_mean": 0.877110000875206, "n_seeds": 5 }, "non_identifiable": { "rmse": 0.29658983764206714, "direction_accuracy": 1.0, "trajectory_correlation": -0.27477913370448287, "null_detected": "N/A", "pred_cate_mean": 0.8563931959867478, "true_cate_mean": 0.6002255928070188, "n_seeds": 5 } }, "scenarios": { "step": { "scenario": "step", "description": "Step Intervention", "n_seeds": 5, "trajectory_rmse": { "mean": 0.44790337647382295, "std": 0.11992705799993689 }, "ate_error": { "mean": 0.1329101725025971, "std": 0.13308464275986506 }, "direction_accuracy": { "mean": 0.5377777777777777, "std": 0.025915341754868006 }, "time_s": 1.6741529230494052, "extra": {} }, "dose_response": { "scenario": "dose_response", "description": "Dose-Response Curve", "n_seeds": 5, "trajectory_rmse": { "mean": 0.2758524529939483, "std": 0.07663341940224565 }, "ate_error": { "mean": 0.13401241106339618, "std": 0.14771866074543336 }, "direction_accuracy": { "mean": 0.5444444444444444, "std": 0.03296088216486962 }, "time_s": 324.4969568946399, "extra": {} }, "policy": { "scenario": "policy", "description": "Policy Comparison", "n_seeds": 5, "trajectory_rmse": { "mean": 0.09002535829029422, "std": 0.09175816283732381 }, "ate_error": { "mean": 0.0615661122289803, "std": 0.06800788225181435 }, "direction_accuracy": { "mean": 0.6, "std": 0.48989794855663565 }, "time_s": 181.22026548418216, "extra": {} }, "timing": { "scenario": "timing", "description": "Intervention Timing", "n_seeds": 5, "trajectory_rmse": { "mean": 0.42171894065880655, "std": 0.1268720400592207 }, "ate_error": { "mean": 0.23317682692018069, "std": 0.07347633462864078 }, "direction_accuracy": { "mean": 0.5183333333333333, "std": 0.04718462555630688 }, "time_s": 14.694185567088425, "extra": {} } }, "machine": { "timestamp": "2026-04-09T05:03:17.988416+00:00", "hostname": "7aa1a49e1d2f", "platform": "Linux-6.8.0-106-generic-x86_64-with-glibc2.39", "python": "3.12.13", "cpu": "x86_64", "cpu_count": 384, "torch_version": "2.10.0+cu130", "gpu": "NVIDIA GeForce RTX 5090", "gpu_count": 1, "ram_gb": 540.5 } }