{ "cosine": { "direct_output_channel_gated": { "early_third_mean": 0.031122580851844408, "per_layer": [ 0.014921543495746436, 0.019894676282936723, 0.0282271051699598, 0.03533547855645916, 0.04383726627872673, 0.0445194153272376 ] }, "downstream_activation_context": { "early_third_mean": 0.032068526988258954, "per_layer": [ 0.015172893156451723, 0.02093329244734575, 0.03032952347243866, 0.036240372930205864, 0.043887546626221505, 0.04584753329689023 ] }, "hierarchical_1x1": { "early_third_mean": 0.44052470743135946, "per_layer": [ 0.46788420886369614, 0.3231655357294116, 0.5899724506620518, 0.3257336277626957, 0.6199696177846528, 0.3164228037856487 ] }, "hierarchical_1x1_gated": { "early_third_mean": 0.50521034930192, "per_layer": [ 0.5667462015924819, 0.3611245555418099, 0.6843671689570183, 0.3570338150608624, 0.7093727314925211, 0.35261762316682654 ] }, "hierarchical_3x3": { "early_third_mean": 0.8199172772242803, "per_layer": [ 0.7459063715286154, 0.8262732802772361, 0.793522765424401, 0.8599287817089369, 0.8139193036048705, 0.879953160801622 ] }, "hierarchical_3x3_gated": { "early_third_mean": 0.9997667354251036, "per_layer": [ 0.9993640919952334, 0.999799566383427, 0.9999004439090606, 0.9998297253276784, 0.9998818831563995, 0.9998247017788229 ] } }, "fit": { "hierarchical_relative_ridge": 1e-06, "ridge_role": "fixed numerical conditioning, not endpoint selection" }, "interpretation": { "direct_output_channel_gated": "current output-error-only family", "downstream_activation_context": "current family plus ordinary next-node activation map", "hierarchical": "local linear feedback from exact child error fields following the true residual DAG; gated variants multiply by child ReLU state", "status": "post_failure_oracle_not_a_trainable_method_or_gate" }, "network": { "depth": 20, "forward_state": "deterministic_initialization_no_updates", "normalization": "batchnorm", "residual_scale": 1.0, "seed": 0, "width": 16 }, "prediction_energy_over_target_energy": { "direct_output_channel_gated": { "early_third_mean": 0.001537713589318464, "per_layer": [ 0.00048708346199335603, 0.0008494185513749271, 0.001249646051341693, 0.001762353268497944, 0.0023878024038859126, 0.00248997779881695 ] }, "downstream_activation_context": { "early_third_mean": 0.0017585368373614592, "per_layer": [ 0.0005894725033945322, 0.0011358088629614706, 0.0014933947759630931, 0.0019371272285281854, 0.002642552679428714, 0.0027528649738927592 ] }, "hierarchical_1x1": { "early_third_mean": 0.21093509531885588, "per_layer": [ 0.21368997518885788, 0.10759142591349577, 0.3482826378878522, 0.10767558816021679, 0.3861797202365838, 0.1021912245261288 ] }, "hierarchical_1x1_gated": { "early_third_mean": 0.2791378873040979, "per_layer": [ 0.3157016623047377, 0.1334361923772813, 0.4681671742151389, 0.1292411902995396, 0.5023064159214083, 0.12597468870648137 ] }, "hierarchical_3x3": { "early_third_mean": 0.6797097711665088, "per_layer": [ 0.5423770967465465, 0.6985505551295879, 0.6396710728617321, 0.7498588674920689, 0.6612808289892634, 0.7865202057798534 ] }, "hierarchical_3x3_gated": { "early_third_mean": 1.0027014963437466, "per_layer": [ 0.9733409516366273, 1.024496384636999, 1.0067263938527884, 1.008659614236897, 0.9967422111022111, 1.0062434225969583 ] } }, "probe": { "evaluation_examples": 128, "fit_examples": 128, "layers": [ 0, 1, 2, 3, 4, 5 ], "residual_dag_children": [ [ 1, 2 ], [ 2 ], [ 3, 4 ], [ 4 ], [ 5, 6 ], [ 6 ] ], "separate_batchnorm_graphs": true, "source": "unaugmented first training-prefix examples", "test_examples_touched": 0 }, "protocol": "oral_a_post_failure_hierarchical_oracle_v1", "provenance": { "git_commit": "45d2b57310d556c4d1e78ee185279eda14189585", "git_tracked_dirty": false }, "split": { "dataset": "cifar10", "input_layout": "NCHW", "input_shape": [ 3, 32, 32 ], "loader_seed": 0, "normalization_mean": [ 0.49140000343322754, 0.4821999967098236, 0.4465000033378601 ], "normalization_std": [ 0.24699999392032623, 0.2434999942779541, 0.26159998774528503 ], "split_from_training_only": true, "split_seed": 2027, "test_examples": 10000, "train_examples": 10000, "training_augmentation": "none", "validation_class_counts": { "0": 500, "1": 500, "2": 500, "3": 500, "4": 500, "5": 500, "6": 500, "7": 500, "8": 500, "9": 500 }, "validation_examples": 5000, "validation_index_sha256": "8328b206a97c420e49e54e3eca4abe3274c4756b084355784ea3fb8059e4515b" } }