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.

model	effective_step	val_loss
Nominal	253.6	1.11
Nominal	1310	0.87
Nominal	5672	0.86
Nominal	8643	0.86
SSL	214.2	1.46
SSL	2547	1.02
SSL	1.539e+04	0.91
SSL	1.891e+04	0.9
Scratch	181.3	1.87
Scratch	2303	1.03
Scratch	7832	0.91
Scratch	9903	0.89

model	effective_step	val_loss
Nominal	253.6	1.11
Nominal	1310	0.87
Nominal	5672	0.86
Nominal	8643	0.86
SSL	214.2	1.46
SSL	2547	1.02
SSL	1.539e+04	0.91
SSL	1.891e+04	0.9
Scratch	181.3	1.87
Scratch	2303	1.03
Scratch	7832	0.91
Scratch	9903	0.89

model	train_size	pairing	error
Nominal	15	48.28	0.005873428205628904
Nominal	148	82.17	0.00511066176368874
Nominal	1475	82.38	0.005044229651974414
SSL	15	45.25	0.009398122348720677
SSL	148	79.33	0.005965270132320999
SSL	1475	81.99	0.005375400853265356
Scratch	15	24.32	0.008487499200720802
Scratch	148	79.63	0.005974764301921151
Scratch	1475	81.83	0.0052097692312176825

model	train_size	pairing
Nominal	1475	82.38
SSL	1475	81.99
Scratch	1475	81.83

model	train_size	deltaD	error
Nominal	15	1.85	0.005873428205628904
Nominal	148	1.61	0.00511066176368874
Nominal	1475	1.59	0.005044229651974414
SSL	15	2.96	0.009398122348720677
SSL	148	1.88	0.005965270132320999
SSL	1475	1.69	0.005375400853265356
Scratch	15	2.68	0.008487499200720802
Scratch	148	1.88	0.005974764301921151
Scratch	1475	1.64	0.0052097692312176825

model	train_size	deltaD
Nominal	1475	1.59
SSL	1475	1.69
Scratch	1475	1.64

QC: systematics (Pairing efficiency (normalized) (JES))

model	metric	68% CI	95% CI
Nominal	Pairing efficiency (normalized) (JES)	-0.0385 – 0.0338	-0.0611 – 0.0672
Scratch	Pairing efficiency (normalized) (JES)	-0.0543 – 0.0776	-0.175 – 0.134

QC: systematics (Pairing efficiency (normalized) (MET))

model	metric	68% CI	95% CI
Nominal	Pairing efficiency (normalized) (MET)	-0.0385 – 0.0338	-0.0611 – 0.0672
Scratch	Pairing efficiency (normalized) (MET)	-0.0543 – 0.0776	-0.175 – 0.134

QC: systematics (Precision (normalized) (JES))

model	metric	68% CI	95% CI
Nominal	Precision (normalized) (JES)	-0.000577 – 0.00054	-0.00108 – 0.00111
Scratch	Precision (normalized) (JES)	-0.0029 – 0.00241	-0.00382 – 0.00495

QC: systematics (Precision (normalized) (MET))

model	metric	68% CI	95% CI
Nominal	Precision (normalized) (MET)	-0.000577 – 0.00054	-0.00108 – 0.00111
Scratch	Precision (normalized) (MET)	-0.0029 – 0.00241	-0.00382 – 0.00495

Rare Higgs benchmark (H→2a→4b)

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

model	head	effective_step	val_loss
Nominal	Cls	24.41	0.534
Nominal	Cls	43.95	0.478
Nominal	Cls	109.9	0.4501
Nominal	Cls	695.8	0.407
Nominal	Cls	854.5	0.4087
Nominal	Cls+Asn	24.41	3.148
Nominal	Cls+Asn	43.95	2.84
Nominal	Cls+Asn	109.9	2.574
Nominal	Cls+Asn	695.8	2.289
Nominal	Cls+Asn	854.5	2.294
Nominal	Cls+Asn+Seg	106.2	4.106
Nominal	Cls+Asn+Seg	207.5	3.471
Nominal	Cls+Asn+Seg	1794	3.099
Nominal	Cls+Asn+Seg	2563	3.018
Nominal	Cls+Seg	68.36	2.062
Nominal	Cls+Seg	106.2	1.746
Nominal	Cls+Seg	207.5	1.483
Nominal	Cls+Seg	1794	1.218
Nominal	Cls+Seg	2563	1.217
SSL	Cls	36.62	0.6262
SSL	Cls	51.27	0.577
SSL	Cls	134.3	0.5196
SSL	Cls	1099	0.4326
SSL	Cls	1465	0.4229
SSL	Cls+Asn	36.62	3.379
SSL	Cls+Asn	51.27	3.235
SSL	Cls+Asn	134.3	2.744
SSL	Cls+Asn	1099	2.313
SSL	Cls+Asn	1465	2.304
SSL	Cls+Asn+Seg	74.46	4.931
SSL	Cls+Asn+Seg	95.21	4.352
SSL	Cls+Asn+Seg	244.1	3.927
SSL	Cls+Asn+Seg	1794	3.15
SSL	Cls+Asn+Seg	2808	3.164
SSL	Cls+Seg	74.46	2.175
SSL	Cls+Seg	95.21	1.859
SSL	Cls+Seg	244.1	1.653
SSL	Cls+Seg	1794	1.263
SSL	Cls+Seg	2808	1.259
Scratch	Cls	29.3	0.6222
Scratch	Cls	54.93	0.5877
Scratch	Cls	183.1	0.576
Scratch	Cls	878.9	0.5332
Scratch	Cls	3296	0.4831
Scratch	Cls+Asn	29.3	4.009
Scratch	Cls+Asn	54.93	3.396
Scratch	Cls+Asn	183.1	2.724
Scratch	Cls+Asn	878.9	2.279
Scratch	Cls+Asn	3296	2.333
Scratch	Cls+Asn+Seg	1.221	8.224
Scratch	Cls+Asn+Seg	201.4	4.11
Scratch	Cls+Asn+Seg	378.4	3.688
Scratch	Cls+Asn+Seg	1721	3.144
Scratch	Cls+Asn+Seg	3296	3.323
Scratch	Cls+Seg	1.221	4.445
Scratch	Cls+Seg	201.4	1.982
Scratch	Cls+Seg	378.4	1.682
Scratch	Cls+Seg	1721	1.413
Scratch	Cls+Seg	3296	1.346
SPANet	Cls	nan	nan
SPANet	Cls	nan	nan
SPANet	Cls	nan	nan
SPANet	Cls	nan	nan
SPANet	Cls	nan	nan
SPANet	Cls+Asn	nan	nan
SPANet	Cls+Asn	nan	nan
SPANet	Cls+Asn	nan	nan
SPANet	Cls+Asn	nan	nan
SPANet	Cls+Asn	nan	nan

model	head	effective_step	val_loss
Nominal	Cls	24.41	0.534
Nominal	Cls	43.95	0.478
Nominal	Cls	109.9	0.4501
Nominal	Cls	695.8	0.407
Nominal	Cls	854.5	0.4087
Nominal	Cls+Asn	24.41	3.148
Nominal	Cls+Asn	43.95	2.84
Nominal	Cls+Asn	109.9	2.574
Nominal	Cls+Asn	695.8	2.289
Nominal	Cls+Asn	854.5	2.294
Nominal	Cls+Asn+Seg	106.2	4.106
Nominal	Cls+Asn+Seg	207.5	3.471
Nominal	Cls+Asn+Seg	1794	3.099
Nominal	Cls+Asn+Seg	2563	3.018
Nominal	Cls+Seg	68.36	2.062
Nominal	Cls+Seg	106.2	1.746
Nominal	Cls+Seg	207.5	1.483
Nominal	Cls+Seg	1794	1.218
Nominal	Cls+Seg	2563	1.217
SSL	Cls	36.62	0.6262
SSL	Cls	51.27	0.577
SSL	Cls	134.3	0.5196
SSL	Cls	1099	0.4326
SSL	Cls	1465	0.4229
SSL	Cls+Asn	36.62	3.379
SSL	Cls+Asn	51.27	3.235
SSL	Cls+Asn	134.3	2.744
SSL	Cls+Asn	1099	2.313
SSL	Cls+Asn	1465	2.304
SSL	Cls+Asn+Seg	74.46	4.931
SSL	Cls+Asn+Seg	95.21	4.352
SSL	Cls+Asn+Seg	244.1	3.927
SSL	Cls+Asn+Seg	1794	3.15
SSL	Cls+Asn+Seg	2808	3.164
SSL	Cls+Seg	74.46	2.175
SSL	Cls+Seg	95.21	1.859
SSL	Cls+Seg	244.1	1.653
SSL	Cls+Seg	1794	1.263
SSL	Cls+Seg	2808	1.259
Scratch	Cls	29.3	0.6222
Scratch	Cls	54.93	0.5877
Scratch	Cls	183.1	0.576
Scratch	Cls	878.9	0.5332
Scratch	Cls	3296	0.4831
Scratch	Cls+Asn	29.3	4.009
Scratch	Cls+Asn	54.93	3.396
Scratch	Cls+Asn	183.1	2.724
Scratch	Cls+Asn	878.9	2.279
Scratch	Cls+Asn	3296	2.333
Scratch	Cls+Asn+Seg	1.221	8.224
Scratch	Cls+Asn+Seg	201.4	4.11
Scratch	Cls+Asn+Seg	378.4	3.688
Scratch	Cls+Asn+Seg	1721	3.144
Scratch	Cls+Asn+Seg	3296	3.323
Scratch	Cls+Seg	1.221	4.445
Scratch	Cls+Seg	201.4	1.982
Scratch	Cls+Seg	378.4	1.682
Scratch	Cls+Seg	1721	1.413
Scratch	Cls+Seg	3296	1.346
SPANet	Cls	nan	nan
SPANet	Cls	nan	nan
SPANet	Cls	nan	nan
SPANet	Cls	nan	nan
SPANet	Cls	nan	nan
SPANet	Cls+Asn	nan	nan
SPANet	Cls+Asn	nan	nan
SPANet	Cls+Asn	nan	nan
SPANet	Cls+Asn	nan	nan
SPANet	Cls+Asn	nan	nan

model	head	train_size	pairing	error
Nominal	Cls	10	nan	nan
Nominal	Cls	30	nan	nan
Nominal	Cls	100	nan	nan
Nominal	Cls	300	nan	nan
Nominal	Cls+Asn	10	57.8	0.1252
Nominal	Cls+Asn	30	64.64	0.1212
Nominal	Cls+Asn	100	72.24	0.1135
Nominal	Cls+Asn	300	77.1	0.1066
Nominal	Cls+Seg	10	nan	nan
Nominal	Cls+Seg	30	nan	nan
Nominal	Cls+Seg	100	nan	nan
Nominal	Cls+Seg	300	nan	nan
SSL	Cls	10	nan	nan
SSL	Cls	30	nan	nan
SSL	Cls	100	nan	nan
SSL	Cls	300	nan	nan
SSL	Cls+Asn	10	55.76	0.1259
SSL	Cls+Asn	30	65.74	0.1203
SSL	Cls+Asn	100	71.17	0.1149
SSL	Cls+Asn	300	76.63	0.1073
SSL	Cls+Seg	10	nan	nan
SSL	Cls+Seg	30	nan	nan
SSL	Cls+Seg	100	nan	nan
SSL	Cls+Seg	300	nan	nan
Scratch	Cls	10	nan	nan
Scratch	Cls	30	nan	nan
Scratch	Cls	100	nan	nan
Scratch	Cls	300	nan	nan
Scratch	Cls+Asn	10	24.9	0.1096
Scratch	Cls+Asn	30	58.23	0.1251
Scratch	Cls+Asn	100	70.87	0.1152
Scratch	Cls+Asn	300	75.2	0.1095
Scratch	Cls+Seg	10	nan	nan
Scratch	Cls+Seg	30	nan	nan
Scratch	Cls+Seg	100	nan	nan
Scratch	Cls+Seg	300	nan	nan
SPANet	Cls	10	nan	nan
SPANet	Cls	30	nan	nan
SPANet	Cls	100	nan	nan
SPANet	Cls	300	nan	nan
SPANet	Cls+Asn	10	26.38	0.1118
SPANet	Cls+Asn	30	55.68	0.126
SPANet	Cls+Asn	100	55.72	0.126
SPANet	Cls+Asn	300	66.79	0.1194

model	head	train_size	pairing
Nominal	Cls+Asn	300	77.1
SSL	Cls+Asn	300	76.63
Scratch	Cls+Asn	300	75.2
SPANet	Cls+Asn	300	66.79

model	head	train_size	sic	error
Nominal	Cls	300	4.062	0.5676
Nominal	Cls+Asn	300	4.136	1.099
Nominal	Cls+Seg	300	4.475	0.695
SSL	Cls	300	3.655	0.5253
SSL	Cls+Asn	300	3.352	0.4017
SSL	Cls+Seg	300	3.801	0.6301
Scratch	Cls	300	1.616	0.05496
Scratch	Cls+Asn	300	2.3	0.1242
Scratch	Cls+Seg	300	2.619	0.4235
SPANet	Cls	300	1.424	0.04937
SPANet	Cls+Asn	300	1.53	0.05176

model	head	train_size	sic	error
Nominal	Cls	10	1.672	0.05865
Nominal	Cls	30	1.997	0.07655
Nominal	Cls	100	2.531	0.1423
Nominal	Cls	300	4.062	0.5676
Nominal	Cls+Asn	10	1.653	0.0591
Nominal	Cls+Asn	30	1.97	0.07792
Nominal	Cls+Asn	100	2.527	0.1246
Nominal	Cls+Asn	300	4.136	1.099
Nominal	Cls+Seg	10	1.535	0.04202
Nominal	Cls+Seg	30	1.916	0.07413
Nominal	Cls+Seg	100	2.597	0.1425
Nominal	Cls+Seg	300	4.475	0.695
SSL	Cls	10	1.18	0.02953
SSL	Cls	30	1.323	0.03436
SSL	Cls	100	1.774	0.06548
SSL	Cls	300	3.655	0.5253
SSL	Cls+Asn	10	1.172	0.03582
SSL	Cls+Asn	30	1.524	0.04558
SSL	Cls+Asn	100	1.902	0.07075
SSL	Cls+Asn	300	3.352	0.4017
SSL	Cls+Seg	10	1.161	0.02717
SSL	Cls+Seg	30	1.591	0.04656
SSL	Cls+Seg	100	2.036	0.0841
SSL	Cls+Seg	300	3.801	0.6301
Scratch	Cls	10	1.163	0.03
Scratch	Cls	30	1.314	0.03819
Scratch	Cls	100	1.416	0.04256
Scratch	Cls	300	1.616	0.05496
Scratch	Cls+Asn	10	1.013	0.03534
Scratch	Cls+Asn	30	1.415	0.04414
Scratch	Cls+Asn	100	1.676	0.0547
Scratch	Cls+Asn	300	2.3	0.1242
Scratch	Cls+Seg	10	1.274	0.4891
Scratch	Cls+Seg	30	1.416	0.04172
Scratch	Cls+Seg	100	1.697	0.06073
Scratch	Cls+Seg	300	2.619	0.4235
SPANet	Cls	10	1.297	0.03841
SPANet	Cls	30	1.346	0.04905
SPANet	Cls	100	1.366	0.04195
SPANet	Cls	300	1.424	0.04937
SPANet	Cls+Asn	10	1.216	0.0314
SPANet	Cls+Asn	30	1.34	0.04046
SPANet	Cls+Asn	100	1.445	0.04336
SPANet	Cls+Asn	300	1.53	0.05176

model	metric	68% CI	95% CI
Nominal	SIC (normalized)	-0.112 – 0.0964	-0.221 – 0.122
Scratch	SIC (normalized)	-0.401 – 0.313	-0.964 – 0.455

BSM: JES systematics (Pairing efficiency (normalized))

model	metric	68% CI	95% CI
Nominal	Pairing efficiency (normalized)	-0.06 – 0.0517	-0.0966 – 0.0646
Scratch	Pairing efficiency (normalized)	-0.033 – 0.038	-0.0587 – 0.154

Grid study (mass scan)

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

Grid SIC (pretrain individual + parametrized)

Dimuon anomaly-detection benchmark

Significance summaries, calibration metrics, and mass-distribution bump-hunting panels.

AD: mass distribution (12-bin quintic fit)

model	channel	calibrated	median	lower_error	upper_error
SSL	train-OS-test-OS	False	6.55	0.3284	0.3309
SSL	train-OS-test-SS	False	0.6248	0.6248	0.6596
SSL	train-SS-test-OS	False	3.055	1.697	1.676
SSL	train-SS-test-SS	False	0.5869	0.3844	0.3908
SSL	train-OS-test-OS	True	7.412	0.4561	0.4401
SSL	train-OS-test-SS	True	0.6344	0.6344	0.848
SSL	train-SS-test-OS	True	1.326	1.252	1.218
SSL	train-SS-test-SS	True	0.8886	0.4653	0.4996
Nominal	train-OS-test-OS	False	6.351	0.3222	0.333
Nominal	train-OS-test-SS	False	0.5799	0.5799	0.6779
Nominal	train-SS-test-OS	False	3.273	1.566	1.459
Nominal	train-SS-test-SS	False	0.5329	0.3343	0.3364
Nominal	train-OS-test-OS	True	7.608	0.4268	0.4268
Nominal	train-OS-test-SS	True	0.6445	0.6445	0.9184
Nominal	train-SS-test-OS	True	2.155	1.186	1.3
Nominal	train-SS-test-SS	True	0.5488	0.4893	0.4919
Ablation	train-OS-test-OS	False	6.14	0.3471	0.3289
Ablation	train-OS-test-SS	False	0.5114	0.5114	0.6182
Ablation	train-SS-test-OS	False	3.403	1.579	1.571
Ablation	train-SS-test-SS	False	0.2619	0.2619	0.3159
Ablation	train-OS-test-OS	True	6.863	0.6183	0.6113
Ablation	train-OS-test-SS	True	0.2301	0.2301	0.8901
Ablation	train-SS-test-OS	True	1.268	1.268	1.614
Ablation	train-SS-test-SS	True	0.7687	0.5096	0.4764
Scratch	train-OS-test-OS	False	6.934	0.3799	0.3743
Scratch	train-OS-test-SS	False	0.1877	0.1877	1.01
Scratch	train-SS-test-OS	False	2.375	1.046	1.035
Scratch	train-SS-test-SS	False	0.7928	0.5553	0.4911
Scratch	train-OS-test-OS	True	1.451	0.2184	0.2378
Scratch	train-OS-test-SS	True	0.9246	0.535	0.5789
Scratch	train-SS-test-OS	True	0.03777	0.03777	0.8138
Scratch	train-SS-test-SS	True	1.132	0.1998	0.1975

metric	model	group	calibrated	value	lower_error	upper_error
mmd	Nominal	OS	False	0.9252	0.00802	0.008204
mmd	Nominal	SS	False	0.9287	0.006645	0.001441
mmd	Nominal	OS	True	0.8739	0.003211	0.005393
mmd	Nominal	SS	True	0.8862	0.004153	0.00319
mmd	SSL	OS	False	0.9196	0.005982	0.0072
mmd	SSL	SS	False	0.9218	0.006848	0.003034
mmd	SSL	OS	True	0.8693	0.01061	0.01019
mmd	SSL	SS	True	0.8869	0.008894	0.0125
mmd	Scratch	OS	False	0.8824	0.006071	0.01839
mmd	Scratch	SS	False	0.8921	0.008699	0.006705
mmd	Scratch	OS	True	0.8572	0.005539	0.001855
mmd	Scratch	SS	True	0.8892	0.002009	0.004567
mean_calibration_difference	Nominal	OS	False	0	0	0
mean_calibration_difference	Nominal	SS	False	0	0	0
mean_calibration_difference	Nominal	OS	True	0.1156	0.006317	0.005587
mean_calibration_difference	Nominal	SS	True	0.1358	0.003889	0.005119
mean_calibration_difference	SSL	OS	False	0	0	0
mean_calibration_difference	SSL	SS	False	0	0	0
mean_calibration_difference	SSL	OS	True	0.1619	0.03657	0.1267
mean_calibration_difference	SSL	SS	True	0.4198	0.2579	0.4209
mean_calibration_difference	Scratch	OS	False	0	0	0
mean_calibration_difference	Scratch	SS	False	0	0	0
mean_calibration_difference	Scratch	OS	True	0.7442	0.01065	0.003986
mean_calibration_difference	Scratch	SS	True	0.7494	0.001857	0.005228

metric	model	group	calibrated	value	lower_error	upper_error
mmd	Nominal	OS	False	0.9252	0.00802	0.008204
mmd	Nominal	SS	False	0.9287	0.006645	0.001441
mmd	Nominal	OS	True	0.8739	0.003211	0.005393
mmd	Nominal	SS	True	0.8862	0.004153	0.00319
mmd	SSL	OS	False	0.9196	0.005982	0.0072
mmd	SSL	SS	False	0.9218	0.006848	0.003034
mmd	SSL	OS	True	0.8693	0.01061	0.01019
mmd	SSL	SS	True	0.8869	0.008894	0.0125
mmd	Scratch	OS	False	0.8824	0.006071	0.01839
mmd	Scratch	SS	False	0.8921	0.008699	0.006705
mmd	Scratch	OS	True	0.8572	0.005539	0.001855
mmd	Scratch	SS	True	0.8892	0.002009	0.004567
mean_calibration_difference	Nominal	OS	False	0	0	0
mean_calibration_difference	Nominal	SS	False	0	0	0
mean_calibration_difference	Nominal	OS	True	0.1156	0.006317	0.005587
mean_calibration_difference	Nominal	SS	True	0.1358	0.003889	0.005119
mean_calibration_difference	SSL	OS	False	0	0	0
mean_calibration_difference	SSL	SS	False	0	0	0
mean_calibration_difference	SSL	OS	True	0.1619	0.03657	0.1267
mean_calibration_difference	SSL	SS	True	0.4198	0.2579	0.4209
mean_calibration_difference	Scratch	OS	False	0	0	0
mean_calibration_difference	Scratch	SS	False	0	0	0
mean_calibration_difference	Scratch	OS	True	0.7442	0.01065	0.003986
mean_calibration_difference	Scratch	SS	True	0.7494	0.001857	0.005228

source	channel	fit	SR_bins	SB_range_GeV	SR_range_GeV	FPR	significance	selected_events	bonus_significance
bump_hunting_12bins_quintic_fit_seed192041.npz	OS	Quintic	12	5-16	9-10.6	-1	57.37	12332	7.575
bump_hunting_12bins_quintic_fit_seed192041.npz	OS	Quintic	12	5-16	9-10.6	1	1.597	12332	7.575
bump_hunting_12bins_quintic_fit_seed192041.npz	OS	Quintic	12	5-16	9-10.6	0.3	3.141	3762	7.575
bump_hunting_12bins_quintic_fit_seed192041.npz	OS	Quintic	12	5-16	9-10.6	0.1	6.011	1326	7.575

source	channel	fit	SR_bins	SB_range_GeV	SR_range_GeV	FPR	significance	selected_events	bonus_significance
bump_hunting_12bins_quintic_fit_no_signal_seed192041.npz	SS	Quintic	12	5-16	9-10.6	-1	0.09478	7168	0.3079
bump_hunting_12bins_quintic_fit_no_signal_seed192041.npz	SS	Quintic	12	5-16	9-10.6	1	0.5263	7168	0.3079
bump_hunting_12bins_quintic_fit_no_signal_seed192041.npz	SS	Quintic	12	5-16	9-10.6	0.3	1.036	2177	0.3079
bump_hunting_12bins_quintic_fit_no_signal_seed192041.npz	SS	Quintic	12	5-16	9-10.6	0.1	0	710	0.3079