RCIM Retuned Reference Archive Closeout Report

Overview

This report records the closeout of recovered-original RCIM retuned model exports into the curated models/paper_reference/rcim_retuned archive. The closeout accepts only family-direction exports with all 20 target-level ONNX artifacts and all 20 target-level Python pickle artifacts.

Archive Completeness

Direction

Family

Retune Bundle

Eval Bundle

Export Bundle

ONNX

PKL

Exported Errors

forward

SVM

2026-05-09-23-52-16__fw_retune_bundle

2026-05-09-23-52-16__fw_retune_bundle

2026-05-09-23-52-16__fw_retune_bundle

20

20

0

forward

MLP

2026-05-11-16-55-11__fw_retune_bundle

2026-05-11-16-55-11__fw_retune_bundle

2026-05-11-16-55-11__fw_retune_bundle

20

20

0

forward

RF

2026-05-09-10-02-19__fw_retune_bundle

2026-05-09-13-01-21__fw_eval_bundle

2026-05-09-13-01-34__fw_export_bundle

20

20

0

forward

DT

2026-05-13-15-40-16__fw_retune_bundle

2026-05-13-15-40-16__fw_retune_bundle

2026-05-13-15-40-16__fw_retune_bundle

20

20

0

forward

ET

2026-05-11-18-27-16__fw_retune_bundle

2026-05-11-18-27-16__fw_retune_bundle

2026-05-11-18-27-16__fw_retune_bundle

20

20

0

forward

ERT

2026-05-11-18-27-16__fw_retune_bundle

2026-05-11-18-27-16__fw_retune_bundle

2026-05-11-18-27-16__fw_retune_bundle

20

20

0

forward

GBM

2026-05-11-18-27-16__fw_retune_bundle

2026-05-11-18-27-16__fw_retune_bundle

2026-05-11-18-27-16__fw_retune_bundle

20

20

0

forward

HGBM

2026-05-11-18-27-16__fw_retune_bundle

2026-05-12-18-16-50__fw_eval_bundle

2026-05-12-18-20-41__fw_export_bundle

20

20

0

forward

XGBM

2026-05-11-16-55-11__fw_retune_bundle

2026-05-11-16-55-11__fw_retune_bundle

2026-05-11-16-55-11__fw_retune_bundle

20

20

0

forward

LGBM

2026-05-12-11-20-54__fw_retune_bundle

2026-05-12-11-20-54__fw_retune_bundle

2026-05-12-11-20-54__fw_retune_bundle

20

20

0

forward

ELM

2026-05-11-18-21-23__fw_retune_bundle

2026-05-11-18-21-23__fw_retune_bundle

2026-05-11-18-21-23__fw_retune_bundle

20

20

0

backward

SVM

2026-05-09-23-42-54__bw_retune_bundle

2026-05-09-23-42-54__bw_retune_bundle

2026-05-09-23-42-54__bw_retune_bundle

20

20

0

backward

MLP

2026-05-11-09-19-07__bw_retune_bundle

2026-05-11-09-19-07__bw_retune_bundle

2026-05-11-09-19-07__bw_retune_bundle

20

20

0

backward

RF

2026-05-09-09-23-24__bw_retune_bundle

2026-05-09-12-31-49__bw_eval_bundle

2026-05-09-12-32-07__bw_export_bundle

20

20

0

backward

DT

2026-05-09-09-21-57__bw_retune_bundle

2026-05-09-09-21-57__bw_retune_bundle

2026-05-09-09-21-57__bw_retune_bundle

20

20

0

backward

ET

2026-05-12-11-08-07__bw_retune_bundle

2026-05-12-11-08-07__bw_retune_bundle

2026-05-12-11-08-07__bw_retune_bundle

20

20

0

backward

ERT

2026-05-12-11-08-07__bw_retune_bundle

2026-05-12-11-08-07__bw_retune_bundle

2026-05-12-11-08-07__bw_retune_bundle

20

20

0

backward

GBM

2026-05-12-11-08-07__bw_retune_bundle

2026-05-12-11-08-07__bw_retune_bundle

2026-05-12-11-08-07__bw_retune_bundle

20

20

0

backward

HGBM

2026-05-12-11-08-07__bw_retune_bundle

2026-05-12-18-22-07__bw_eval_bundle

2026-05-12-18-22-27__bw_export_bundle

20

20

0

backward

XGBM

2026-05-11-09-19-07__bw_retune_bundle

2026-05-11-09-19-07__bw_retune_bundle

2026-05-11-09-19-07__bw_retune_bundle

20

20

0

backward

LGBM

2026-05-11-16-05-54__bw_retune_bundle

2026-05-11-16-05-54__bw_retune_bundle

2026-05-11-16-05-54__bw_retune_bundle

20

20

0

backward

ELM

2026-05-11-09-19-07__bw_retune_bundle

2026-05-11-11-38-37__bw_eval_bundle

2026-05-11-11-38-49__bw_export_bundle

20

20

0

Mean Evaluation Metrics

These values come from the accepted Eval stage summaryCrossValidation+_3.8_allFreq.csv files.

Direction

Family

MSE

RMSE

MAE

MAPE

forward

SVM

0.45221

0.2978

0.184519

0.763904

forward

MLP

0.383808

0.29569

0.213553

66411031743924.046875

forward

RF

0.112274

0.145542

0.055486

0.177337

forward

DT

0.155008

0.170755

0.063618

0.274174

forward

ET

0.140874

0.172043

0.067927

0.227937

forward

ERT

0.096401

0.138521

0.055956

0.191636

forward

GBM

0.123025

0.15127

0.066212

0.239887

forward

HGBM

0.125222

0.152528

0.077089

0.42525

forward

XGBM

0.102465

0.139981

0.060535

0.318981

forward

LGBM

0.127166

0.153622

0.077013

0.348775

forward

ELM

0.430192

0.289775

0.211945

1.171391

backward

SVM

0.469998

0.340568

0.212199

0.685275

backward

MLP

0.31688

0.31866

0.207254

147176760816685.3125

backward

RF

0.067836

0.123949

0.047092

0.245926

backward

DT

0.11403

0.164084

0.060589

0.370306

backward

ET

0.144024

0.18662

0.061084

0.274356

backward

ERT

0.056633

0.118571

0.047711

0.241712

backward

GBM

0.202892

0.222167

0.080926

0.35952

backward

HGBM

0.110792

0.16732

0.085725

0.380283

backward

XGBM

0.260145

0.255916

0.172579

0.763643

backward

LGBM

0.186807

0.218703

0.145023

0.675751

backward

ELM

0.387312

0.313587

0.215718

0.799429

Forward Retuned Tables

Table 2 - Amplitude MAE

Model

0

1

3

39

40

78

81

156

162

240

SVM

0.002912

4.66302e-05

6.04508e-05

7.55757e-05

7.10815e-05

0.000121731

5.12823e-05

0.000696237

0.000698217

0.00024679

MLP

0.014562

0.007778

0.0111

0.007793

0.009778

0.011258

0.011897

0.008305

0.00701

0.015629

RF

0.00312

2.69224e-05

1.92205e-05

2.61055e-05

2.2637e-05

3.59297e-05

1.05759e-05

4.57812e-05

5.27089e-05

3.28826e-05

DT

0.00351

3.10238e-05

2.31505e-05

3.6618e-05

2.97753e-05

5.5576e-05

1.52993e-05

8.91254e-05

6.69908e-05

4.50935e-05

ET

0.003923

3.39405e-05

2.73594e-05

3.96039e-05

2.81046e-05

6.39258e-05

1.5678e-05

6.23185e-05

6.8023e-05

4.45344e-05

ERT

0.003262

2.51681e-05

2.08696e-05

2.6821e-05

2.21245e-05

3.62432e-05

1.09854e-05

4.05968e-05

5.01524e-05

3.70563e-05

GBM

0.002887

2.68313e-05

2.06267e-05

2.64032e-05

2.42143e-05

3.83771e-05

1.19535e-05

0.000151854

0.000203692

5.85112e-05

HGBM

0.002618

2.63076e-05

1.86476e-05

2.34801e-05

2.56511e-05

2.36904e-05

1.22957e-05

0.000107198

0.000119594

3.49172e-05

XGBM

0.002842

5.29274e-05

5.17414e-05

6.83342e-05

6.44126e-05

8.84949e-05

4.65581e-05

0.000135924

0.000104757

0.000115468

LGBM

0.002575

2.62664e-05

1.87327e-05

2.33772e-05

2.5798e-05

2.51835e-05

1.20466e-05

0.000107466

0.000118095

3.52105e-05

ELM

0.008394

2.88142e-05

7.87396e-05

0.000112282

4.01642e-05

0.000296962

2.83329e-05

0.000856622

0.001067

0.000369496

Table 3 - Amplitude RMSE

Model

0

1

3

39

40

78

81

156

162

240

SVM

0.004123

6.08873e-05

7.62318e-05

9.55895e-05

8.97431e-05

0.000165775

6.03122e-05

0.001528

0.002377

0.000612235

MLP

0.023068

0.013469

0.02176

0.015826

0.018224

0.021632

0.020561

0.015097

0.014136

0.025682

RF

0.004098

3.81916e-05

2.78872e-05

3.62718e-05

3.33471e-05

5.61394e-05

1.8065e-05

0.000163705

0.000154321

5.64108e-05

DT

0.004879

4.30523e-05

3.33725e-05

5.05612e-05

4.50974e-05

7.97431e-05

2.38369e-05

0.000298278

0.000196766

7.18479e-05

ET

0.005512

4.98162e-05

4.46899e-05

5.37782e-05

4.20959e-05

8.92871e-05

2.55713e-05

0.000190094

0.000186599

6.97557e-05

ERT

0.004164

3.5925e-05

3.07983e-05

3.76465e-05

3.28386e-05

5.4169e-05

1.87404e-05

0.000144831

0.000158585

6.67768e-05

GBM

0.004091

3.87048e-05

2.7237e-05

3.78415e-05

3.57058e-05

5.40153e-05

2.03112e-05

0.000471228

0.000738856

0.00015009

HGBM

0.003898

3.66942e-05

2.64492e-05

3.2727e-05

3.5704e-05

3.51107e-05

1.92161e-05

0.000264253

0.000275736

7.01425e-05

XGBM

0.003956

6.81352e-05

6.50398e-05

8.87521e-05

8.33804e-05

0.000116671

5.98269e-05

0.000336537

0.000236608

0.000164157

LGBM

0.00379

3.66354e-05

2.67199e-05

3.21329e-05

3.57956e-05

3.707e-05

1.89939e-05

0.000267423

0.000266197

7.02233e-05

ELM

0.010659

3.82909e-05

9.6453e-05

0.000153107

6.26075e-05

0.0003916

3.88056e-05

0.00157

0.002357

0.000636913

Table 4 - Phase MAE

Model

1

3

39

40

78

81

156

162

240

SVM

0.002861

0.039126

0.038193

0.095298

0.19446

0.167816

1.545304

0.854949

0.747385

MLP

0.020549

0.068079

0.081528

0.07124

0.145159

0.141555

1.653017

0.90848

0.781412

RF

0.001953

0.024688

0.02624

0.036396

0.054711

0.045866

0.410856

0.234445

0.271166

DT

0.002239

0.02734

0.032261

0.045456

0.07449

0.06362

0.490408

0.245312

0.287325

ET

0.002979

0.032667

0.032921

0.046145

0.105701

0.077808

0.474651

0.284212

0.297142

ERT

0.002328

0.028784

0.027723

0.03521

0.062335

0.051688

0.400729

0.233554

0.273227

GBM

0.002203

0.023329

0.025456

0.037337

0.050657

0.047991

0.479103

0.298957

0.355748

HGBM

0.001955

0.025438

0.020247

0.037234

0.071251

0.048207

0.605127

0.337684

0.391634

XGBM

0.0019

0.025124

0.020946

0.035046

0.068123

0.043829

0.470111

0.251684

0.290375

LGBM

0.001928

0.025764

0.020305

0.03646

0.073436

0.045802

0.603746

0.346318

0.383523

ELM

0.002771

0.080557

0.089368

0.067536

0.19027

0.174713

1.703741

1.116297

0.80237

Table 5 - Phase RMSE

Model

1

3

39

40

78

81

156

162

240

SVM

0.00436

0.054297

0.060574

0.132484

0.362591

0.241217

2.02453

1.654005

1.412756

MLP

0.032351

0.086326

0.104059

0.103366

0.212569

0.179317

1.994397

1.406654

1.202815

RF

0.002714

0.034748

0.046435

0.054608

0.135891

0.06584

0.967807

0.762623

0.835498

DT

0.003115

0.039113

0.060054

0.070673

0.151314

0.095694

1.225799

0.891606

0.872011

ET

0.004395

0.049717

0.05807

0.071786

0.294988

0.130349

1.092873

0.927118

0.805299

ERT

0.003522

0.040693

0.053397

0.056126

0.156387

0.082454

0.876494

0.726699

0.769894

GBM

0.003227

0.033096

0.041325

0.056051

0.112009

0.075405

0.953229

0.825631

0.919771

HGBM

0.002681

0.036307

0.032742

0.057628

0.139074

0.070305

1.03431

0.784113

0.888707

XGBM

0.002489

0.03353

0.034166

0.056416

0.147066

0.066047

0.896522

0.773625

0.784581

LGBM

0.002673

0.03642

0.032488

0.056709

0.145076

0.067668

1.049463

0.794237

0.883119

ELM

0.004207

0.099629

0.112824

0.098927

0.285837

0.233381

2.031703

1.636152

1.276826

Backward Retuned Tables

Table 2 - Amplitude MAE

Model

0

1

3

39

40

78

81

156

162

240

SVM

0.003417

7.05621e-05

6.44134e-05

0.000108184

3.99598e-05

0.000140876

3.55141e-05

0.000759711

0.000512494

0.000342361

MLP

0.016062

0.008565

0.02068

0.009938

0.009976

0.007135

0.010629

0.008277

0.011534

0.007464

RF

0.002937

2.37386e-05

2.07275e-05

1.72732e-05

2.76117e-05

5.1867e-05

1.00356e-05

0.000117828

9.1534e-05

6.23487e-05

DT

0.003504

2.69959e-05

3.42058e-05

2.59035e-05

3.23554e-05

0.000105717

1.36692e-05

0.000191057

0.000165638

0.000125839

ET

0.003322

2.65069e-05

2.63791e-05

2.03945e-05

3.03482e-05

7.00267e-05

9.3832e-06

0.000111551

9.2988e-05

0.000129119

ERT

0.003049

2.17166e-05

2.08911e-05

1.70013e-05

2.7271e-05

4.75824e-05

9.04573e-06

0.000102756

9.06934e-05

8.63274e-05

GBM

0.003907

2.9644e-05

2.4405e-05

2.18322e-05

3.7928e-05

8.77184e-05

1.31074e-05

0.000407784

0.00013776

0.00020224

HGBM

0.003336

3.32158e-05

2.92694e-05

2.23226e-05

2.9316e-05

8.58519e-05

1.20384e-05

0.000355944

0.000276624

0.000115003

XGBM

0.009006

5.01457e-05

6.59465e-05

6.57939e-05

4.6482e-05

0.000306515

2.74418e-05

0.000887201

0.000532549

0.000212008

LGBM

0.006586

3.53015e-05

4.62261e-05

4.03759e-05

3.28733e-05

0.000230488

1.56541e-05

0.000577349

0.000432744

0.000209221

ELM

0.006105

4.0656e-05

6.19064e-05

6.94347e-05

3.74189e-05

0.000314255

2.18478e-05

0.001246

0.000861271

0.000374497

Table 3 - Amplitude RMSE

Model

0

1

3

39

40

78

81

156

162

240

SVM

0.004321

8.92984e-05

7.59251e-05

0.000122372

5.24986e-05

0.00018634

4.13104e-05

0.002147

0.001733

0.000768566

MLP

0.023489

0.014012

0.034222

0.016157

0.019279

0.01215

0.018511

0.011909

0.020039

0.01354

RF

0.003822

4.01928e-05

3.95792e-05

2.41367e-05

4.08393e-05

7.35254e-05

1.45444e-05

0.000351421

0.000350566

0.000143677

DT

0.004755

3.89166e-05

4.63022e-05

3.5792e-05

4.65966e-05

0.000141259

2.1564e-05

0.000458745

0.000633652

0.000247847

ET

0.004572

3.78036e-05

4.05121e-05

3.04868e-05

4.2643e-05

9.56236e-05

1.38535e-05

0.000333265

0.000508611

0.000340328

ERT

0.004034

3.32592e-05

3.37697e-05

2.42355e-05

3.99313e-05

6.91306e-05

1.34407e-05

0.000318311

0.000352948

0.000173187

GBM

0.005304

4.27122e-05

3.50066e-05

3.02839e-05

5.45847e-05

0.000114522

2.03896e-05

0.002273

0.00066182

0.000854605

HGBM

0.004305

5.05026e-05

4.01874e-05

3.17414e-05

4.19043e-05

0.000115062

1.73374e-05

0.00091268

0.000819282

0.000242704

XGBM

0.011001

7.54328e-05

8.55087e-05

8.04608e-05

5.83e-05

0.00036438

3.40776e-05

0.001727

0.001146

0.000500722

LGBM

0.008224

5.37816e-05

5.75288e-05

5.02789e-05

4.44481e-05

0.000274288

2.08906e-05

0.00103

0.000972133

0.000415477

ELM

0.007959

6.49451e-05

8.87046e-05

8.60459e-05

4.79292e-05

0.000405392

2.81136e-05

0.002354

0.001667

0.000692278

Table 4 - Phase MAE

Model

1

3

39

40

78

81

156

162

240

SVM

0.003277

0.030147

1.533948

0.239405

0.16531

0.165708

0.519181

0.647235

0.934282

MLP

0.012577

0.047895

0.883528

0.223007

0.117947

0.164507

0.550536

0.633432

0.74779

RF

0.004475

0.020274

0.259613

0.088339

0.055395

0.100364

0.103195

0.104946

0.201875

DT

0.002297

0.030949

0.264166

0.109481

0.104082

0.131394

0.154214

0.138677

0.272296

ET

0.002216

0.024758

0.251627

0.12914

0.061557

0.117384

0.137711

0.158073

0.335381

ERT

0.001928

0.022496

0.224182

0.093953

0.05315

0.092693

0.138368

0.099516

0.224467

GBM

0.001997

0.033333

0.32552

0.111136

0.060508

0.119325

0.33279

0.205319

0.423721

HGBM

0.004355

0.031669

0.48239

0.11461

0.089437

0.116216

0.251079

0.198438

0.422011

XGBM

0.007236

0.105

1.368352

0.237439

0.149121

0.154242

0.394363

0.2798

0.74483

LGBM

0.003988

0.075939

1.007733

0.159638

0.119033

0.16781

0.347521

0.403988

0.606608

ELM

0.005351

0.095946

1.401709

0.21804

0.14142

0.191291

0.566196

0.85855

0.826733

Table 5 - Phase RMSE

Model

1

3

39

40

78

81

156

162

240

SVM

0.004976

0.050379

1.904003

0.390645

0.302424

0.208329

0.96709

1.234879

1.739106

MLP

0.019934

0.061518

1.488289

0.387442

0.157908

0.216736

0.922763

1.028735

1.240815

RF

0.017312

0.031548

0.925908

0.133734

0.089557

0.134517

0.321643

0.324612

0.495247

DT

0.00395

0.046179

1.158681

0.159423

0.153046

0.187845

0.411266

0.488621

0.666233

ET

0.00377

0.037153

1.108501

0.245136

0.110455

0.16568

0.50731

0.556874

0.991502

ERT

0.002972

0.034339

0.766994

0.159162

0.095696

0.127265

0.383862

0.279082

0.516958

GBM

0.00295

0.044645

1.141662

0.180293

0.107463

0.16886

0.988349

0.695553

1.10418

HGBM

0.008257

0.042245

1.003621

0.175671

0.164139

0.159327

0.552074

0.448768

0.785715

XGBM

0.011072

0.123145

1.59109

0.382244

0.244668

0.191574

0.767348

0.565452

1.226653

LGBM

0.006405

0.089842

1.316174

0.239411

0.186768

0.208583

0.68118

0.644011

0.990548

ELM

0.011728

0.12662

1.852693

0.376851

0.186686

0.249883

0.946219

1.157153

1.350511

Source Recovery Notes

  • RF uses separate backward Eval and Export recovery bundles after the parser fix.

  • ELM uses later recovery export bundles where the custom ONNX exporter is active.

  • GBM uses the original multi-family retune bundle because that bundle contains the accepted GBM eval row and complete exports.

  • HGBM uses later recovery export bundles that removed earlier ONNX export errors.

  • LGBM uses the quieter retune factory surface so native LightGBM chatter does not bury failure evidence.