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Adding Track Quality Models for HYBRID NEW KF 4 & 5 Parameter Simulation - #384

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amastron23 wants to merge 4 commits into
L1TK-dev-20_1_0_pre1from
ProducerSimTQ2
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Adding Track Quality Models for HYBRID NEW KF 4 & 5 Parameter Simulation#384
amastron23 wants to merge 4 commits into
L1TK-dev-20_1_0_pre1from
ProducerSimTQ2

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@amastron23 amastron23 commented Aug 25, 2026

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PR description:

This PR adds two BDT models for baseline and extended tracking simulation for the New KF (defined in ProducerSim.cc)

Those are found under the L1Trigger/TrackFindingTracklet/data directory.

  • HYBRID_SIM_4_TQ_XGBOOST_v0.json: Trained against a Release Validation TTBar Sample, in D121 Geometry, @ 200 PU (CMSSW_20_0_0_pre1)
  • HYBRID_SIM_5_TQ_XGBOOST_v0.json: Trained against a Release Validation Displaced SUSY Sample, in D121 Geometry, @ 200 PU (CMSSW_20_0_0_pre1)

@amastron23 amastron23 reopened this Sep 8, 2026
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MVA Performance Between Fakes and Reals for HYBRID_SIM_DISPLACED (New KF 5 Par Fit Sim):

image

and AUC performance vs. absolute L1 Track d0:

image

This is under the HYBRID_SIM_5_TQ_XGBOOST_v0.json under L1Trigger/TrackFindingTracklet/data

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MVA Performance Between Reals and Fakes for HYBRID_SIM (New KF 4 Par Fit Simulation)

image

And AUC Performance vs. L1 Track Phi:

image

This is under the HYBRID_SIM_4_TQ_XGBOOST_v0.json under L1Trigger/TrackFindingTracklet/data

@amastron23
amastron23 marked this pull request as ready for review September 8, 2026 21:18
@amastron23 amastron23 self-assigned this Sep 8, 2026
@amastron23
amastron23 requested review from tomalin and tschuh September 8, 2026 21:19
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