EveNet Plot Gallery

Automatically rendered from the repository data. Each panel below links to the latest plots produced during the GitHub Pages build.

Quantum-correlation benchmark (QC)

Validation loss, pairing efficiency, and DeltaD precision across training sizes.

QC/QE legend
QC/QE legend
QC: loss panel 1
modeleffective_stepval_loss
Nominal253.61.11
Nominal13100.87
Nominal56720.86
Nominal86430.86
Sup(Cls)194.11.39
Sup(Cls)23761.06
Sup(Cls)2.224e+040.92
Sup(Cls)2.227e+040.91
SSL214.21.46
SSL25471.02
SSL1.539e+040.91
SSL1.891e+040.9
Scratch181.31.87
Scratch23031.03
Scratch78320.91
Scratch99030.89
QC: loss panel 1
QC: loss panel 2
modeleffective_stepval_loss
Nominal253.61.11
Nominal13100.87
Nominal56720.86
Nominal86430.86
Sup(Cls)194.11.39
Sup(Cls)23761.06
Sup(Cls)2.224e+040.92
Sup(Cls)2.227e+040.91
SSL214.21.46
SSL25471.02
SSL1.539e+040.91
SSL1.891e+040.9
Scratch181.31.87
Scratch23031.03
Scratch78320.91
Scratch99030.89
QC: loss panel 2
QC: pairing panel 1
modeltrain_sizepairingerror
Nominal1548.280.005873428
Nominal14882.170.005110662
Nominal147582.380.00504423
Sup(Cls)1553.40.009233723
Sup(Cls)14879.660.006299541
Sup(Cls)147582.150.00536138
SSL1545.250.009398122
SSL14879.330.00596527
SSL147581.990.005375401
Scratch1524.320.008487499
Scratch14879.630.005974764
Scratch147581.830.005209769
QC: pairing panel 1
QC: pairing panel 2
modeltrain_sizepairing
Nominal147582.38
Sup(Cls)147582.15
SSL147581.99
Scratch147581.83
QC: pairing panel 2
QC: DeltaD panel 1
modeltrain_sizedeltaDerror
Nominal151.850.005873428
Nominal1481.610.005110662
Nominal14751.590.00504423
Sup(Cls)152.910.009233723
Sup(Cls)1481.990.006299541
Sup(Cls)14751.690.00536138
SSL152.960.009398122
SSL1481.880.00596527
SSL14751.690.005375401
Scratch152.680.008487499
Scratch1481.880.005974764
Scratch14751.640.005209769
QC: DeltaD panel 1
QC: DeltaD panel 2
modeltrain_sizedeltaD
Nominal14751.59
Sup(Cls)14751.69
SSL14751.69
Scratch14751.64
QC: DeltaD panel 2
QC: systematics (Pairing efficiency (normalized) (JES))
modelmetric68% CI95% CI
NominalPairing efficiency (normalized) (JES)-0.0385 – 0.0338-0.0611 – 0.0672
ScratchPairing efficiency (normalized) (JES)-0.0543 – 0.0776-0.175 – 0.134
QC: systematics (Pairing efficiency (normalized) (JES))
QC: systematics (Pairing efficiency (normalized) (MET))
modelmetric68% CI95% CI
NominalPairing efficiency (normalized) (MET)-0.0385 – 0.0338-0.0611 – 0.0672
ScratchPairing efficiency (normalized) (MET)-0.0543 – 0.0776-0.175 – 0.134
QC: systematics (Pairing efficiency (normalized) (MET))
QC: systematics (Precision (normalized) (JES))
modelmetric68% CI95% CI
NominalPrecision (normalized) (JES)-0.000577 – 0.00054-0.00108 – 0.00111
ScratchPrecision (normalized) (JES)-0.0029 – 0.00241-0.00382 – 0.00495
QC: systematics (Precision (normalized) (JES))
QC: systematics (Precision (normalized) (MET))
modelmetric68% CI95% CI
NominalPrecision (normalized) (MET)-0.000577 – 0.00054-0.00108 – 0.00111
ScratchPrecision (normalized) (MET)-0.0029 – 0.00241-0.00382 – 0.00495
QC: systematics (Precision (normalized) (MET))

Rare Higgs benchmark (H→2a→4b)

Loss curves, pairing efficiency, and SIC summary for the BSM study.

BSM legend
BSM legend
BSM: loss panel 1
modelheadeffective_stepval_loss
NominalCls24.410.534
NominalCls43.950.478
NominalCls109.90.4501
NominalCls695.80.407
NominalCls854.50.4087
NominalCls+Asn24.413.148
NominalCls+Asn43.952.84
NominalCls+Asn109.92.574
NominalCls+Asn695.82.289
NominalCls+Asn854.52.294
NominalCls+Asn+Seg106.24.106
NominalCls+Asn+Seg207.53.471
NominalCls+Asn+Seg17943.099
NominalCls+Asn+Seg25633.018
NominalCls+Seg68.362.062
NominalCls+Seg106.21.746
NominalCls+Seg207.51.483
NominalCls+Seg17941.218
NominalCls+Seg25631.217
Sup(Cls)Cls28.080.5559
Sup(Cls)Cls58.590.5091
Sup(Cls)Cls109.90.4698
Sup(Cls)Cls732.40.4113
Sup(Cls)Cls854.50.4083
Sup(Cls)Cls+Asn28.083.164
Sup(Cls)Cls+Asn58.592.719
Sup(Cls)Cls+Asn109.92.538
Sup(Cls)Cls+Asn732.42.252
Sup(Cls)Cls+Asn854.52.288
Sup(Cls)Cls+Asn+Seg118.45.423
Sup(Cls)Cls+Asn+Seg139.23.912
Sup(Cls)Cls+Asn+Seg2933.439
Sup(Cls)Cls+Asn+Seg13553.077
Sup(Cls)Cls+Asn+Seg18313.133
Sup(Cls)Cls+Seg118.42.01
Sup(Cls)Cls+Seg139.21.893
Sup(Cls)Cls+Seg2931.5
Sup(Cls)Cls+Seg13551.237
Sup(Cls)Cls+Seg18311.23
SSLCls36.620.6262
SSLCls51.270.577
SSLCls134.30.5196
SSLCls10990.4326
SSLCls14650.4229
SSLCls+Asn36.623.379
SSLCls+Asn51.273.235
SSLCls+Asn134.32.744
SSLCls+Asn10992.313
SSLCls+Asn14652.304
SSLCls+Asn+Seg74.464.931
SSLCls+Asn+Seg95.214.352
SSLCls+Asn+Seg244.13.927
SSLCls+Asn+Seg17943.15
SSLCls+Asn+Seg28083.164
SSLCls+Seg74.462.175
SSLCls+Seg95.211.859
SSLCls+Seg244.11.653
SSLCls+Seg17941.263
SSLCls+Seg28081.259
ScratchCls29.30.6222
ScratchCls54.930.5877
ScratchCls183.10.576
ScratchCls878.90.5332
ScratchCls32960.4831
ScratchCls+Asn29.34.009
ScratchCls+Asn54.933.396
ScratchCls+Asn183.12.724
ScratchCls+Asn878.92.279
ScratchCls+Asn32962.333
ScratchCls+Asn+Seg1.2218.224
ScratchCls+Asn+Seg201.44.11
ScratchCls+Asn+Seg378.43.688
ScratchCls+Asn+Seg17213.144
ScratchCls+Asn+Seg32963.323
ScratchCls+Seg1.2214.445
ScratchCls+Seg201.41.982
ScratchCls+Seg378.41.682
ScratchCls+Seg17211.413
ScratchCls+Seg32961.346
SPANetClsnannan
SPANetClsnannan
SPANetClsnannan
SPANetClsnannan
SPANetClsnannan
SPANetCls+Asnnannan
SPANetCls+Asnnannan
SPANetCls+Asnnannan
SPANetCls+Asnnannan
SPANetCls+Asnnannan
BSM: loss panel 1
BSM: loss panel 2
modelheadeffective_stepval_loss
NominalCls24.410.534
NominalCls43.950.478
NominalCls109.90.4501
NominalCls695.80.407
NominalCls854.50.4087
NominalCls+Asn24.413.148
NominalCls+Asn43.952.84
NominalCls+Asn109.92.574
NominalCls+Asn695.82.289
NominalCls+Asn854.52.294
NominalCls+Asn+Seg106.24.106
NominalCls+Asn+Seg207.53.471
NominalCls+Asn+Seg17943.099
NominalCls+Asn+Seg25633.018
NominalCls+Seg68.362.062
NominalCls+Seg106.21.746
NominalCls+Seg207.51.483
NominalCls+Seg17941.218
NominalCls+Seg25631.217
Sup(Cls)Cls28.080.5559
Sup(Cls)Cls58.590.5091
Sup(Cls)Cls109.90.4698
Sup(Cls)Cls732.40.4113
Sup(Cls)Cls854.50.4083
Sup(Cls)Cls+Asn28.083.164
Sup(Cls)Cls+Asn58.592.719
Sup(Cls)Cls+Asn109.92.538
Sup(Cls)Cls+Asn732.42.252
Sup(Cls)Cls+Asn854.52.288
Sup(Cls)Cls+Asn+Seg118.45.423
Sup(Cls)Cls+Asn+Seg139.23.912
Sup(Cls)Cls+Asn+Seg2933.439
Sup(Cls)Cls+Asn+Seg13553.077
Sup(Cls)Cls+Asn+Seg18313.133
Sup(Cls)Cls+Seg118.42.01
Sup(Cls)Cls+Seg139.21.893
Sup(Cls)Cls+Seg2931.5
Sup(Cls)Cls+Seg13551.237
Sup(Cls)Cls+Seg18311.23
SSLCls36.620.6262
SSLCls51.270.577
SSLCls134.30.5196
SSLCls10990.4326
SSLCls14650.4229
SSLCls+Asn36.623.379
SSLCls+Asn51.273.235
SSLCls+Asn134.32.744
SSLCls+Asn10992.313
SSLCls+Asn14652.304
SSLCls+Asn+Seg74.464.931
SSLCls+Asn+Seg95.214.352
SSLCls+Asn+Seg244.13.927
SSLCls+Asn+Seg17943.15
SSLCls+Asn+Seg28083.164
SSLCls+Seg74.462.175
SSLCls+Seg95.211.859
SSLCls+Seg244.11.653
SSLCls+Seg17941.263
SSLCls+Seg28081.259
ScratchCls29.30.6222
ScratchCls54.930.5877
ScratchCls183.10.576
ScratchCls878.90.5332
ScratchCls32960.4831
ScratchCls+Asn29.34.009
ScratchCls+Asn54.933.396
ScratchCls+Asn183.12.724
ScratchCls+Asn878.92.279
ScratchCls+Asn32962.333
ScratchCls+Asn+Seg1.2218.224
ScratchCls+Asn+Seg201.44.11
ScratchCls+Asn+Seg378.43.688
ScratchCls+Asn+Seg17213.144
ScratchCls+Asn+Seg32963.323
ScratchCls+Seg1.2214.445
ScratchCls+Seg201.41.982
ScratchCls+Seg378.41.682
ScratchCls+Seg17211.413
ScratchCls+Seg32961.346
SPANetClsnannan
SPANetClsnannan
SPANetClsnannan
SPANetClsnannan
SPANetClsnannan
SPANetCls+Asnnannan
SPANetCls+Asnnannan
SPANetCls+Asnnannan
SPANetCls+Asnnannan
SPANetCls+Asnnannan
BSM: loss panel 2
BSM: pairing panel 1
modelheadtrain_sizepairingerror
NominalCls10nannan
NominalCls30nannan
NominalCls100nannan
NominalCls300nannan
NominalCls+Asn1057.80.1252
NominalCls+Asn3064.640.1212
NominalCls+Asn10072.240.1135
NominalCls+Asn30077.10.1066
NominalCls+Seg10nannan
NominalCls+Seg30nannan
NominalCls+Seg100nannan
NominalCls+Seg300nannan
Sup(Cls)Cls10nannan
Sup(Cls)Cls30nannan
Sup(Cls)Cls100nannan
Sup(Cls)Cls300nannan
Sup(Cls)Cls+Asn1058.990.1247
Sup(Cls)Cls+Asn3068.530.1178
Sup(Cls)Cls+Asn10072.090.1137
Sup(Cls)Cls+Asn30077.170.1064
Sup(Cls)Cls+Seg10nannan
Sup(Cls)Cls+Seg30nannan
Sup(Cls)Cls+Seg100nannan
Sup(Cls)Cls+Seg300nannan
SSLCls10nannan
SSLCls30nannan
SSLCls100nannan
SSLCls300nannan
SSLCls+Asn1055.760.1259
SSLCls+Asn3065.740.1203
SSLCls+Asn10071.170.1149
SSLCls+Asn30076.630.1073
SSLCls+Seg10nannan
SSLCls+Seg30nannan
SSLCls+Seg100nannan
SSLCls+Seg300nannan
ScratchCls10nannan
ScratchCls30nannan
ScratchCls100nannan
ScratchCls300nannan
ScratchCls+Asn1024.90.1096
ScratchCls+Asn3058.230.1251
ScratchCls+Asn10070.870.1152
ScratchCls+Asn30075.20.1095
ScratchCls+Seg10nannan
ScratchCls+Seg30nannan
ScratchCls+Seg100nannan
ScratchCls+Seg300nannan
SPANetCls10nannan
SPANetCls30nannan
SPANetCls100nannan
SPANetCls300nannan
SPANetCls+Asn1026.380.1118
SPANetCls+Asn3055.680.126
SPANetCls+Asn10055.720.126
SPANetCls+Asn30066.790.1194
BSM: pairing panel 1
BSM: pairing panel 2
modelheadtrain_sizepairing
NominalCls+Asn30077.1
Sup(Cls)Cls+Asn30077.17
SSLCls+Asn30076.63
ScratchCls+Asn30075.2
SPANetCls+Asn30066.79
BSM: pairing panel 2
BSM: SIC panel 1
BSM: SIC panel 1
BSM: SIC panel 2
modelheadtrain_sizesicerror
NominalCls3004.0620.5676
NominalCls+Asn3004.1361.099
NominalCls+Seg3004.4750.695
Sup(Cls)Cls3003.9350.4655
Sup(Cls)Cls+Asn3004.3310.6802
Sup(Cls)Cls+Seg3004.2940.9087
SSLCls3003.6550.5253
SSLCls+Asn3003.3520.4017
SSLCls+Seg3003.8010.6301
ScratchCls3001.6160.05496
ScratchCls+Asn3002.30.1242
ScratchCls+Seg3002.6190.4235
SPANetCls3001.4240.04937
SPANetCls+Asn3001.530.05176
BSM: SIC panel 2
BSM: SIC panel 3
modelheadtrain_sizesicerror
NominalCls101.6720.05865
NominalCls301.9970.07655
NominalCls1002.5310.1423
NominalCls3004.0620.5676
NominalCls+Asn101.6530.0591
NominalCls+Asn301.970.07792
NominalCls+Asn1002.5270.1246
NominalCls+Asn3004.1361.099
NominalCls+Seg101.5350.04202
NominalCls+Seg301.9160.07413
NominalCls+Seg1002.5970.1425
NominalCls+Seg3004.4750.695
Sup(Cls)Cls101.5180.04515
Sup(Cls)Cls301.8330.06851
Sup(Cls)Cls1002.3290.109
Sup(Cls)Cls3003.9350.4655
Sup(Cls)Cls+Asn101.5650.05583
Sup(Cls)Cls+Asn301.870.07748
Sup(Cls)Cls+Asn1002.2910.09485
Sup(Cls)Cls+Asn3004.3310.6802
Sup(Cls)Cls+Seg101.5670.04788
Sup(Cls)Cls+Seg301.8480.07621
Sup(Cls)Cls+Seg1002.340.1165
Sup(Cls)Cls+Seg3004.2940.9087
SSLCls101.180.02953
SSLCls301.3230.03436
SSLCls1001.7740.06548
SSLCls3003.6550.5253
SSLCls+Asn101.1720.03582
SSLCls+Asn301.5240.04558
SSLCls+Asn1001.9020.07075
SSLCls+Asn3003.3520.4017
SSLCls+Seg101.1610.02717
SSLCls+Seg301.5910.04656
SSLCls+Seg1002.0360.0841
SSLCls+Seg3003.8010.6301
ScratchCls101.1630.03
ScratchCls301.3140.03819
ScratchCls1001.4160.04256
ScratchCls3001.6160.05496
ScratchCls+Asn101.0130.03534
ScratchCls+Asn301.4150.04414
ScratchCls+Asn1001.6760.0547
ScratchCls+Asn3002.30.1242
ScratchCls+Seg101.2740.4891
ScratchCls+Seg301.4160.04172
ScratchCls+Seg1001.6970.06073
ScratchCls+Seg3002.6190.4235
SPANetCls101.2970.03841
SPANetCls301.3460.04905
SPANetCls1001.3660.04195
SPANetCls3001.4240.04937
SPANetCls+Asn101.2160.0314
SPANetCls+Asn301.340.04046
SPANetCls+Asn1001.4450.04336
SPANetCls+Asn3001.530.05176
BSM: SIC panel 3
BSM: JES systematics (SIC (normalized))
modelmetric68% CI95% CI
NominalSIC (normalized)-0.112 – 0.0964-0.221 – 0.122
ScratchSIC (normalized)-0.401 – 0.313-0.964 – 0.455
BSM: JES systematics (SIC (normalized))
BSM: JES systematics (Pairing efficiency (normalized))
modelmetric68% CI95% CI
NominalPairing efficiency (normalized)-0.06 – 0.0517-0.0966 – 0.0646
ScratchPairing efficiency (normalized)-0.033 – 0.038-0.0587 – 0.154
BSM: JES systematics (Pairing efficiency (normalized))

Grid study (mass scan)

Unrolled grid plots for the mX/mY scan with max SIC and uncertainties.

Grid SIC (individual)
Grid SIC (individual)
Grid SIC (pretrain individual + parametrized)
Grid SIC (pretrain individual + parametrized)