Data Analytics report

Project MSC corrected complete-layer evidence

Paper-ready corrected robustness evidence.

Technical summary

The corrected intervention zeros both energy and mask. Corrected validation selected M11 for all seven layers, so the frozen routed system equals M11. Official uniform-macro rMAE is 0.192936Source: corrected_evaluation/metrics/official_evaluation_ensemble.csvTable: corrected_evaluation/metrics/official_evaluation_ensemble.csv for M11, 0.240423Source: corrected_evaluation/metrics/official_evaluation_ensemble.csvTable: corrected_evaluation/metrics/official_evaluation_ensemble.csv for M10, and 0.214748Source: corrected_evaluation/metrics/official_evaluation_ensemble.csvTable: corrected_evaluation/metrics/official_evaluation_ensemble.csv for M12-C.

Source: corrected_evaluation/metrics/official_evaluation_ensemble.csvTable: corrected_evaluation/metrics/official_evaluation_ensemble.csv

Corrected frozen-checkpoint evaluation.

Broad robustness

The corrected policy preserves M11 across ordinary and mixed states.

rMAE across broad corruption scenarios
rMAE across broad corruption scenarios data
ScenariorMAESystem
Clean0.18M10
Random dead 5%0.16M10
Block dead 5%0.18M10
Layer gain drift0.18M10
Gaussian noise0.19M10
Hot cells0.18M10
Mixed unseen0.19M10
Clean0.15M11
Random dead 5%0.16M11
Block dead 5%0.16M11
Layer gain drift0.15M11
Gaussian noise0.17M11
Hot cells0.15M11
Mixed unseen0.18M11
Clean0.18M12-C
Random dead 5%0.19M12-C
Block dead 5%0.19M12-C
Layer gain drift0.18M12-C
Gaussian noise0.18M12-C
Hot cells0.18M12-C
Mixed unseen0.2M12-C
Clean0.15Routed
Random dead 5%0.16Routed
Block dead 5%0.16Routed
Layer gain drift0.15Routed
Gaussian noise0.17Routed
Hot cells0.15Routed
Mixed unseen0.18Routed

Physical complete-layer failures

All 120,800 events are evaluated once per layer with energy and mask entries zeroed.

Corrected complete-layer rMAE by failed layer
Corrected complete-layer rMAE by failed layer data
Failed layerrMAESystem
00.19M10
00.18M11
00.19M12-C
00.18Routed
10.18M10
10.16M11
10.19M12-C
10.16Routed
20.32M10
20.24M11
20.26M12-C
20.24Routed
30.18M10
30.17M11
30.19M12-C
30.17Routed
120.32M10
120.23M11
120.25M12-C
120.23Routed
130.31M10
130.21M11
130.24M12-C
130.21Routed
140.18M10
140.16M11
140.18M12-C
140.16Routed

Corrected complete-layer aggregates

Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv

Read the exact packaged CSV rows used by this table.

Corrected complete-layer aggregates
SystemAveragerMAEBiasR68Large-error
M10uniform macro0.24Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.02Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.27Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.44Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv
M11uniform macro0.19Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.04Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.22Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.35Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv
M12-Cuniform macro0.21Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv-0.05Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.25Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.41Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv
Routeduniform macro0.19Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.04Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.22Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.35Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv
M10voxel count weighted0.28Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv-0Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.33Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.52Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv
M11voxel count weighted0.21Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.05Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.23Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.38Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv
M12-Cvoxel count weighted0.23Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv-0.04Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.27Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.45Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv
Routedvoxel count weighted0.21Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.05Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.23Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv0.38Source: tables/corrected_complete_layer_aggregates.csvTable: tables/corrected_complete_layer_aggregates.csv

Frozen validation decision

The expert choice was frozen from corrected validation predictions before official scoring.

Corrected validation selection

Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv

Read the exact packaged CSV rows used by this table.

Corrected validation selection
LayerCandidateValidation rMAE
0Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM110.18Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
0Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM12_C_lambda_0100.19Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
1Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM110.16Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
1Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM12_C_lambda_0100.19Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
2Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM110.24Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
2Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM12_C_lambda_0100.26Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
3Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM110.16Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
3Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM12_C_lambda_0100.18Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
12Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM110.23Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
12Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM12_C_lambda_0100.25Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
13Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM110.21Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
13Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM12_C_lambda_0100.23Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
14Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM110.16Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv
14Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csvM12_C_lambda_0100.18Source: tables/corrected_validation_ensemble.csvTable: tables/corrected_validation_ensemble.csv

Detector-status inconsistency control

Historical mask-only rows retain clean layer energies and are not complete-layer evidence.

Physical failure and mask-only inconsistency
Physical failure and mask-only inconsistency data
SystemUniform macro rMAEIntervention
M100.24Corrected energy + mask
M100.83Mask-only inconsistency
M110.19Corrected energy + mask
M110.79Mask-only inconsistency
M12-C0.21Corrected energy + mask
M12-C0.2Mask-only inconsistency

Limitations and next steps

The data are simulated, masks are assumed accurate, M12-C was originally selected using the historical mask-only criterion, and no mask/no-mask ablation exists. The result supports broad M11 robustness, not universal superiority.

Further questions

Would corrected-target selection or retraining improve M12-C? How robust is M11 to mask errors and real detector data?

Sources

  1. corrected_evaluation/metrics/official_evaluation_ensemble.csvcorrected_evaluation/metrics/official_evaluation_ensemble.csv

    Corrected frozen-checkpoint evaluation.

  2. tables/ensemble_broad_scenarios.csvtables/ensemble_broad_scenarios.csv

    Frozen broad-corruption evaluation.

  3. tables/corrected_vs_mask_only_aggregates.csvtables/corrected_vs_mask_only_aggregates.csv

    Physical failure versus inconsistent metadata control.