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Optimization Lab Global Leaderboard Cross-Experiment Ranking

Model Leaderboard

Compare the strongest projection challengers across all experiments, inspect experiment provenance, and identify candidates that may be ready for validation or governance review.
Models Tested
114
Distinct challenger models represented on the leaderboard.
Experiments
18
Unique optimization runs contributing leaderboard evidence.
Best Score
9.683913
Best recorded score across the currently ranked model entries.
Active Model
structured-0010-0003
Current production champion for comparison and governance reference.

Leaderboard Interpretation

This surface ranks strong challengers across experiments, but leaderboard position alone is not sufficient for production activation.
Quant Lab Versioned Research Evidence
What It Shows
The leaderboard highlights challengers that performed strongly within experiment scoring outcomes.
What It Does Not Prove
A top rank does not guarantee holdout stability, governance approval, or production readiness.
Best Practice
Use leaderboard winners as validation candidates first. Promotion should happen only after governance clears the challenger.

Ranking Posture

Cross-Run
Primary Use
Identify strong challengers, compare cross-experiment winners, and prioritize the next validation queue.
Operational Meaning
This is a ranking surface for research evidence, not a shortcut around the validation workflow.
Champion Context
The active model remains the production benchmark until a challenger proves itself through validation and governance.

Global Model Ranking

Ranked challenger entries across the optimization lab, with experiment provenance and action shortcuts.
Self Optimizing Experiment Provenance 50 row(s)
Leaderboard Reading Guide
Compare score, experiment source, and sample size together. The strongest leaderboard entry should usually move into validation, not directly into production activation.
Rank Model Experiment Metric Score Games Actions
#1
random-0007-0006
adaptive-pra-local-search-1 PraMAE 9.683913 331
Validate
#2
random-0007-0003
adaptive-pra-local-search-1 PraMAE 9.756461 331
Validate
#3
random-0002-0004
diagnostic-pra-mae-test PraMAE 9.763283 331
Validate
#4
random-0004-0002
diagnostic-pra-mae-test 3 PraMAE 9.771335 331
Validate
#5
random-0007-0008
adaptive-pra-local-search-1 PraMAE 9.786815 331
Validate
#6
random-0006-0001
diagnostic-pra-mae-test 5 parallel PraMAE 9.787002 331
Validate
#7
random-0006-0004
diagnostic-pra-mae-test 5 parallel PraMAE 9.787002 331
Validate
#8
random-0006-0002
diagnostic-pra-mae-test 5 parallel PraMAE 9.788989 331
Validate
#9
random-0007-0002
adaptive-pra-local-search-1 PraMAE 9.789199 331
Validate
#10
random-0002-0003
diagnostic-pra-mae-test PraMAE 9.789199 331
Validate
#11
random-0007-0001
adaptive-pra-local-search-1 PraMAE 9.789481 331
Validate
#12
random-0007-0005
adaptive-pra-local-search-1 PraMAE 9.791076 331
Validate
#13
random-0007-0007
adaptive-pra-local-search-1 PraMAE 9.792122 331
Validate
#14
random-0007-0004
adaptive-pra-local-search-1 PraMAE 9.793861 331
Validate
#15
random-0006-0003
diagnostic-pra-mae-test 5 parallel PraMAE 9.794226 331
Validate
#16
random-0004-0001
diagnostic-pra-mae-test 3 PraMAE 9.795523 331
Validate
#17
random-0005-0001
diagnostic-pra-mae-test 4 PraMAE 9.796148 331
Validate
#18
random-0002-0002
diagnostic-pra-mae-test PraMAE 9.796451 331
Validate
#19
random-0005-0002
diagnostic-pra-mae-test 4 PraMAE 9.803496 331
Validate
#20
random-0002-0001
diagnostic-pra-mae-test PraMAE 9.804433 331
Validate
#21
structured-0010-0003 Active champion
Minutes Calibration Sprint 01 | Run 7 | 2026-03-24 21:12 MinutesMae 9.890750 2
Validate
#22
structured-0010-0003 Active champion
Minutes Calibration Sprint 01 | Run 8 | 2026-03-31 22:14 MinutesMae 10.760352 104
Validate
#23
structured-0010-0003 Active champion
Structured Adaptive Minutes 3 MinutesMae 11.062562 331
Validate
#24
structured-0010-0011
Structured Adaptive Minutes 3 MinutesMae 11.134177 331
Validate
#25
structured-0010-0004
Structured Adaptive Minutes 3 MinutesMae 11.364522 331
Validate
#26
structured-0010-0001
Structured Adaptive Minutes 3 MinutesMae 11.364522 331
Validate
#27
structured-0009-0001
Structured Adaptive Minutes 2 MinutesMae 11.364522 331
Validate
#28
structured-0010-0010
Structured Adaptive Minutes 3 MinutesMae 11.444622 331
Validate
#29
structured-0010-0008
Structured Adaptive Minutes 3 MinutesMae 11.486852 331
Validate
#30
structured-0010-0012
Structured Adaptive Minutes 3 MinutesMae 11.486852 331
Validate
#31
structured-0010-0006
Structured Adaptive Minutes 3 MinutesMae 11.575143 331
Validate
#32
structured-0009-0003
Structured Adaptive Minutes 2 MinutesMae 11.575143 331
Validate
#33
structured-0009-0002
Structured Adaptive Minutes 2 MinutesMae 11.575143 331
Validate
#34
structured-0010-0002
Structured Adaptive Minutes 3 MinutesMae 11.575143 331
Validate
#35
structured-0010-0005
Structured Adaptive Minutes 3 MinutesMae 11.575143 331
Validate
#36
structured-0016-0003
Minutes Calibration Sprint 01 | Run 7 | 2026-03-24 21:12 MinutesMae 11.578756 475
Validate
#37
structured-0014-0003
Minutes Calibration Sprint 01 | Run 5 | 2026-03-24 18:05 MinutesMae 11.578756 475
Validate
#38
structured-0015-0003
Minutes Calibration Sprint 01 | Run 6 | 2026-03-24 19:45 MinutesMae 11.578756 475
Validate
#39
structured-0011-0003
Minutes Calibration Sprint 01 | Run 2 | 2026-03-24 15:03 MinutesMae 11.578756 475
Validate
#40
structured-0012-0003
Minutes Calibration Sprint 01 | Run 3 | 2026-03-24 16:27 MinutesMae 11.578756 475
Validate
#41
structured-0013-0003
Minutes Calibration Sprint 01 | Run 4 | 2026-03-24 17:27 MinutesMae 11.578756 475
Validate
#42
structured-0010-0007
Structured Adaptive Minutes 3 MinutesMae 11.619508 331
Validate
#43
structured-0013-0006
Minutes Calibration Sprint 01 | Run 4 | 2026-03-24 17:27 MinutesMae 11.626963 475
Validate
#44
structured-0012-0006
Minutes Calibration Sprint 01 | Run 3 | 2026-03-24 16:27 MinutesMae 11.626963 475
Validate
#45
structured-0014-0006
Minutes Calibration Sprint 01 | Run 5 | 2026-03-24 18:05 MinutesMae 11.626963 475
Validate
#46
structured-0011-0006
Minutes Calibration Sprint 01 | Run 2 | 2026-03-24 15:03 MinutesMae 11.626963 475
Validate
#47
structured-0015-0006
Minutes Calibration Sprint 01 | Run 6 | 2026-03-24 19:45 MinutesMae 11.626963 475
Validate
#48
structured-0016-0006
Minutes Calibration Sprint 01 | Run 7 | 2026-03-24 21:12 MinutesMae 11.626963 475
Validate
#49
structured-0016-0002
Minutes Calibration Sprint 01 | Run 7 | 2026-03-24 21:12 MinutesMae 11.693471 475
Validate
#50
structured-0015-0002
Minutes Calibration Sprint 01 | Run 6 | 2026-03-24 19:45 MinutesMae 11.693471 475
Validate