{ "analysis": "digital_coupled_ladder_clean_only_selector", "confirmatory": false, "selection_information": "ideal coupled-learning endpoints only", "task_panel": { "input_diameters": 5, "label_rotations_per_diameter": 1, "tasks": 5 }, "candidate_learning_time_seconds": [ 0.001, 0.003, 0.01, 0.03 ], "criterion": [ "lowest mean final classification error", "lowest mean classification-error learning-curve area as the tie break" ], "selected_learning_time_seconds_by_side": { "4": 0.01, "8": 0.01, "12": 0.03, "16": 0.03, "24": 0.03, "32": 0.01 }, "selected_clean_development_endpoints": { "4": { "mean_final_classification_error": 0.0, "zero_error_fraction": 1.0, "mean_classification_error_auc": 0.013333333333333332 }, "8": { "mean_final_classification_error": 0.0, "zero_error_fraction": 1.0, "mean_classification_error_auc": 0.028750000000000005 }, "12": { "mean_final_classification_error": 0.025, "zero_error_fraction": 0.8, "mean_classification_error_auc": 0.052500000000000005 }, "16": { "mean_final_classification_error": 0.025, "zero_error_fraction": 0.8, "mean_classification_error_auc": 0.06312500000000001 }, "24": { "mean_final_classification_error": 0.025, "zero_error_fraction": 0.8, "mean_classification_error_auc": 0.10354166666666667 }, "32": { "mean_final_classification_error": 0.025, "zero_error_fraction": 0.8, "mean_classification_error_auc": 0.24520833333333333 } }, "sources": [ "results/coupled_ladder/p0_clean_default.json", "results/coupled_ladder/p0_clean_lr3e-3.json", "results/coupled_ladder/p0_clean_lr1e-2.json", "results/coupled_ladder/p0_clean_lr3e-2.json", "results/coupled_ladder/p0_clean_small_lr1e-2.json" ], "freeze": "All imperfect conditions use this mapping without further exposure selection." }