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index 0547907..1553b55 100644
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index 0a0f221..2e7a724 100644
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diff --git a/paper/fig_patch_interleave_scatter.pdf b/paper/fig_patch_interleave_scatter.pdf
index 3b3dbc5..b4c6afa 100644
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diff --git a/paper/fig_results_antenna_wire_30mm_p0.3.txt b/paper/fig_results_antenna_wire_30mm_p0.3.txt
index 1738cef..b7bfdcb 100644
--- a/paper/fig_results_antenna_wire_30mm_p0.3.txt
+++ b/paper/fig_results_antenna_wire_30mm_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_antenna_wire_30mm_p0.3.pdf / fig_cdf_antenna_wire_30mm_p0.3.pdf on 2025-07-15T16:44:48.326141
+Results calculated from plots fig_covar_antenna_wire_30mm_p0.3.pdf / fig_cdf_antenna_wire_30mm_p0.3.pdf on 2025-09-29T17:48:25.583512
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.984799
@@ -9,4 +9,5 @@ Cross class: 0.979±0.00436 min: 0.971 max: 0.985
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.095942766287
-EER: 0.006896551724137931 th: 0.9849765969646525
\ No newline at end of file
+EER (from histogram): 0.006896551724137931 th: 0.9849765969646525
+EER (from distribution): 0.066684634 / 0.066684634 @ 0.985652766
\ No newline at end of file
diff --git a/paper/fig_results_antenna_wire_30mm_p0.3_minmax.txt b/paper/fig_results_antenna_wire_30mm_p0.3_minmax.txt
index 8bd8baa..cb9bbb0 100644
--- a/paper/fig_results_antenna_wire_30mm_p0.3_minmax.txt
+++ b/paper/fig_results_antenna_wire_30mm_p0.3_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_antenna_wire_30mm_p0.3_minmax.pdf / fig_cdf_antenna_wire_30mm_p0.3_minmax.pdf on 2025-07-15T16:44:48.468680
+Results calculated from plots fig_covar_antenna_wire_30mm_p0.3_minmax.pdf / fig_cdf_antenna_wire_30mm_p0.3_minmax.pdf on 2025-09-29T17:48:25.798365
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.414871
@@ -9,4 +9,5 @@ Cross class: 0.281±0.191 min: -0.253 max: 0.534
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.240736936325
-EER: 0.11071428571428572 th: 0.4874180862770304
\ No newline at end of file
+EER (from histogram): 0.11071428571428572 th: 0.4874180862770304
+EER (from distribution): 0.131194926 / 0.131194926 @ 0.494367151
\ No newline at end of file
diff --git a/paper/fig_results_distinguish_copies.txt b/paper/fig_results_distinguish_copies.txt
index 9872983..b889379 100644
--- a/paper/fig_results_distinguish_copies.txt
+++ b/paper/fig_results_distinguish_copies.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_distinguish_copies.pdf / fig_cdf_distinguish_copies.pdf on 2025-08-28T15:53:37.784314
+Results calculated from plots fig_covar_distinguish_copies.pdf / fig_cdf_distinguish_copies.pdf on 2025-09-29T17:47:19.344342
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.969164
@@ -9,4 +9,5 @@ Cross class: 0.972±0.000948 min: 0.971 max: 0.974
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.998561522708
-EER: 0.0 th: 0.9740695398296001
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9740695398296001
+EER (from distribution): 0.056009294 / 0.056009294 @ 0.973498155
\ No newline at end of file
diff --git a/paper/fig_results_distinguish_copies_large_run.txt b/paper/fig_results_distinguish_copies_large_run.txt
index dbdff13..03ab7ae 100644
--- a/paper/fig_results_distinguish_copies_large_run.txt
+++ b/paper/fig_results_distinguish_copies_large_run.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_distinguish_copies_large_run.pdf / fig_cdf_distinguish_copies_large_run.pdf on 2025-07-15T16:44:01.557786
+Results calculated from plots fig_covar_distinguish_copies_large_run.pdf / fig_cdf_distinguish_copies_large_run.pdf on 2025-09-29T17:47:25.546847
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.995906
@@ -9,4 +9,5 @@ Cross class: 0.993±0.00153 min: 0.988 max: 0.995
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.016860093382
-EER: 0.0 th: 0.9957236470464688
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9957236470464688
+EER (from distribution): 0.011093642 / 0.011093642 @ 0.996156786
\ No newline at end of file
diff --git a/paper/fig_results_distinguish_layouts.txt b/paper/fig_results_distinguish_layouts.txt
index dd1b4db..863313e 100644
--- a/paper/fig_results_distinguish_layouts.txt
+++ b/paper/fig_results_distinguish_layouts.txt
@@ -1,12 +1,13 @@
-Results calculated from plots fig_covar_distinguish_layouts.pdf / fig_cdf_distinguish_layouts.pdf on 2025-07-15T16:44:01.812235
+Results calculated from plots fig_covar_distinguish_layouts.pdf / fig_cdf_distinguish_layouts.pdf on 2025-09-29T17:47:25.806538
 
 setting threshold for quantile 0.001
-Baseline threshold set at 0.078150
+Baseline threshold set at 0.157954
 
 Distribution parameters:
-Within class: 0.326±0.0803 min: 0.209 max: 0.438
-Cross class: -0.253±0.368 min: -1.01 max: 0.122
+Within class: 0.315±0.0508 min: 0.237 max: 0.432
+Cross class: -0.219±0.335 min: -0.857 max: 0.0943
 
 Type 1 error (false alarm rate): 0.001000000000
-Type 2 error (missed alarm rate): 0.184411874207
-EER: 0.0 th: 0.18489684728102906
\ No newline at end of file
+Type 2 error (missed alarm rate): 0.130202329099
+EER (from histogram): 0.0 th: 0.2132482612886455
+EER (from distribution): 0.083194812 / 0.083194812 @ 0.244590747
diff --git a/paper/fig_results_environment_p0.3.txt b/paper/fig_results_environment_p0.3.txt
index 8224e6c..afdd26f 100644
--- a/paper/fig_results_environment_p0.3.txt
+++ b/paper/fig_results_environment_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.3.pdf / fig_cdf_environment_p0.3.pdf on 2025-07-15T16:44:49.075292
+Results calculated from plots fig_covar_environment_p0.3.pdf / fig_cdf_environment_p0.3.pdf on 2025-09-29T17:48:26.757950
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.998123
@@ -9,4 +9,5 @@ Cross class: 0.998±0.000146 min: 0.998 max: 0.999
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.921090860452
-EER: 0.20936863543788187 th: 0.9984578039815136
\ No newline at end of file
+EER (from histogram): 0.20936863543788187 th: 0.9984578039815136
+EER (from distribution): 0.177424541 / 0.177424541 @ 0.998465078
\ No newline at end of file
diff --git a/paper/fig_results_environment_p0.3_minmax.txt b/paper/fig_results_environment_p0.3_minmax.txt
index 396a665..466f7dd 100644
--- a/paper/fig_results_environment_p0.3_minmax.txt
+++ b/paper/fig_results_environment_p0.3_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.3_minmax.pdf / fig_cdf_environment_p0.3_minmax.pdf on 2025-07-15T16:44:48.920129
+Results calculated from plots fig_covar_environment_p0.3_minmax.pdf / fig_cdf_environment_p0.3_minmax.pdf on 2025-09-29T17:48:26.497456
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.277766
@@ -9,4 +9,5 @@ Cross class: 0.456±0.0831 min: 0.159 max: 0.616
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.983801298679
-EER: 0.43344155844155846 th: 0.4819268680028571
\ No newline at end of file
+EER (from histogram): 0.43344155844155846 th: 0.4819268680028571
+EER (from distribution): 0.401760820 / 0.401760820 @ 0.476266729
\ No newline at end of file
diff --git a/paper/fig_results_environment_p0.4.txt b/paper/fig_results_environment_p0.4.txt
index dadc2d0..448f943 100644
--- a/paper/fig_results_environment_p0.4.txt
+++ b/paper/fig_results_environment_p0.4.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.4.pdf / fig_cdf_environment_p0.4.pdf on 2025-07-15T16:44:49.476513
+Results calculated from plots fig_covar_environment_p0.4.pdf / fig_cdf_environment_p0.4.pdf on 2025-09-29T17:48:27.445055
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.999378
@@ -9,4 +9,5 @@ Cross class: 0.999±4.11e-05 min: 0.999 max: 0.999
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.453639992261
-EER: 0.12044817927170869 th: 0.9994190026494827
\ No newline at end of file
+EER (from histogram): 0.12044817927170869 th: 0.9994190026494827
+EER (from distribution): 0.125361018 / 0.125361020 @ 0.999420514
\ No newline at end of file
diff --git a/paper/fig_results_environment_p0.4_minmax.txt b/paper/fig_results_environment_p0.4_minmax.txt
index f7467ca..af5892b 100644
--- a/paper/fig_results_environment_p0.4_minmax.txt
+++ b/paper/fig_results_environment_p0.4_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.4_minmax.pdf / fig_cdf_environment_p0.4_minmax.pdf on 2025-07-15T16:44:49.315328
+Results calculated from plots fig_covar_environment_p0.4_minmax.pdf / fig_cdf_environment_p0.4_minmax.pdf on 2025-09-29T17:48:27.114497
 
 setting threshold for quantile 0.001
 Baseline threshold set at -0.224840
@@ -9,4 +9,5 @@ Cross class: 0.267±0.113 min: -0.268 max: 0.464
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999993051377
-EER: 0.5554098360655737 th: 0.2775342125686779
\ No newline at end of file
+EER (from histogram): 0.5554098360655737 th: 0.2775342125686779
+EER (from distribution): 0.565235548 / 0.565235548 @ 0.247967445
\ No newline at end of file
diff --git a/paper/fig_results_environment_p0.6.txt b/paper/fig_results_environment_p0.6.txt
index affa905..fd99c56 100644
--- a/paper/fig_results_environment_p0.6.txt
+++ b/paper/fig_results_environment_p0.6.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.6.pdf / fig_cdf_environment_p0.6.pdf on 2025-07-15T16:44:49.877426
+Results calculated from plots fig_covar_environment_p0.6.pdf / fig_cdf_environment_p0.6.pdf on 2025-09-29T17:48:28.068227
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.999525
@@ -9,4 +9,5 @@ Cross class: 0.998±0.00646 min: 0.958 max: 1
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.433887270347
-EER: 0.4936708860759494 th: 0.999358371402196
\ No newline at end of file
+EER (from histogram): 0.4936708860759494 th: 0.999358371402196
+EER (from distribution): 0.431513878 / 0.431513876 @ 0.999563755
\ No newline at end of file
diff --git a/paper/fig_results_environment_p0.6_minmax.txt b/paper/fig_results_environment_p0.6_minmax.txt
index 93d3706..46b1138 100644
--- a/paper/fig_results_environment_p0.6_minmax.txt
+++ b/paper/fig_results_environment_p0.6_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p0.6_minmax.pdf / fig_cdf_environment_p0.6_minmax.pdf on 2025-07-15T16:44:49.724838
+Results calculated from plots fig_covar_environment_p0.6_minmax.pdf / fig_cdf_environment_p0.6_minmax.pdf on 2025-09-29T17:48:27.839188
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.566647
@@ -9,4 +9,5 @@ Cross class: 0.588±0.22 min: -0.767 max: 0.737
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.537913982010
-EER: 0.30085959885386815 th: 0.6502563696561604
\ No newline at end of file
+EER (from histogram): 0.30085959885386815 th: 0.6502563696561604
+EER (from distribution): 0.376356010 / 0.376356010 @ 0.656940581
\ No newline at end of file
diff --git a/paper/fig_results_environment_p1.0.txt b/paper/fig_results_environment_p1.0.txt
index 67d97f9..a01faf4 100644
--- a/paper/fig_results_environment_p1.0.txt
+++ b/paper/fig_results_environment_p1.0.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p1.0.pdf / fig_cdf_environment_p1.0.pdf on 2025-07-15T16:44:50.285399
+Results calculated from plots fig_covar_environment_p1.0.pdf / fig_cdf_environment_p1.0.pdf on 2025-09-29T17:48:28.665046
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.999382
@@ -9,4 +9,5 @@ Cross class: 0.999±5.62e-05 min: 0.999 max: 0.999
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.236271716980
-EER: 0.05526315789473685 th: 0.9994114903583199
\ No newline at end of file
+EER (from histogram): 0.05526315789473685 th: 0.9994114903583199
+EER (from distribution): 0.073086402 / 0.073086402 @ 0.999423232
\ No newline at end of file
diff --git a/paper/fig_results_environment_p1.0_minmax.txt b/paper/fig_results_environment_p1.0_minmax.txt
index e951cd3..4acd15a 100644
--- a/paper/fig_results_environment_p1.0_minmax.txt
+++ b/paper/fig_results_environment_p1.0_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_p1.0_minmax.pdf / fig_cdf_environment_p1.0_minmax.pdf on 2025-07-15T16:44:50.124664
+Results calculated from plots fig_covar_environment_p1.0_minmax.pdf / fig_cdf_environment_p1.0_minmax.pdf on 2025-09-29T17:48:28.413474
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.792268
@@ -9,4 +9,5 @@ Cross class: 0.829±0.0275 min: 0.728 max: 0.884
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.906439881433
-EER: 0.3001834862385321 th: 0.8454077477751026
\ No newline at end of file
+EER (from histogram): 0.3001834862385321 th: 0.8454077477751026
+EER (from distribution): 0.295268990 / 0.295268990 @ 0.843304059
\ No newline at end of file
diff --git a/paper/fig_results_environment_ref_probe_p0.3.txt b/paper/fig_results_environment_ref_probe_p0.3.txt
index 02079f1..e4a7547 100644
--- a/paper/fig_results_environment_ref_probe_p0.3.txt
+++ b/paper/fig_results_environment_ref_probe_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_ref_probe_p0.3.pdf / fig_cdf_environment_ref_probe_p0.3.pdf on 2025-07-15T16:44:52.962341
+Results calculated from plots fig_covar_environment_ref_probe_p0.3.pdf / fig_cdf_environment_ref_probe_p0.3.pdf on 2025-09-29T17:48:33.499560
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.978854
@@ -9,4 +9,5 @@ Cross class: 0.951±0.0824 min: 0.698 max: 0.986
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.368705970764
-EER: 0.12996884735202494 th: 0.9821635381409752
\ No newline at end of file
+EER (from histogram): 0.12996884735202494 th: 0.9821635381409752
+EER (from distribution): 0.347575226 / 0.347575226 @ 0.983518263
\ No newline at end of file
diff --git a/paper/fig_results_environment_ref_probe_p0.3_minmax.txt b/paper/fig_results_environment_ref_probe_p0.3_minmax.txt
index 1f819aa..6cde9e4 100644
--- a/paper/fig_results_environment_ref_probe_p0.3_minmax.txt
+++ b/paper/fig_results_environment_ref_probe_p0.3_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_environment_ref_probe_p0.3_minmax.pdf / fig_cdf_environment_ref_probe_p0.3_minmax.pdf on 2025-07-15T16:44:52.799360
+Results calculated from plots fig_covar_environment_ref_probe_p0.3_minmax.pdf / fig_cdf_environment_ref_probe_p0.3_minmax.pdf on 2025-09-29T17:48:33.312311
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.187119
@@ -9,4 +9,5 @@ Cross class: -0.0202±0.79 min: -2.47 max: 0.551
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.396483909561
-EER: 0.21596401028277637 th: 0.4076621357746832
\ No newline at end of file
+EER (from histogram): 0.21596401028277637 th: 0.4076621357746832
+EER (from distribution): 0.290989404 / 0.290989404 @ 0.414632757
\ No newline at end of file
diff --git a/paper/fig_results_hot_mesh.txt b/paper/fig_results_hot_mesh.txt
index 79ab593..824fba7 100644
--- a/paper/fig_results_hot_mesh.txt
+++ b/paper/fig_results_hot_mesh.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_hot_mesh.pdf / fig_cdf_hot_mesh.pdf on 2025-07-15T16:44:07.874244
+Results calculated from plots fig_covar_hot_mesh.pdf / fig_cdf_hot_mesh.pdf on 2025-09-29T17:47:32.264351
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.980069
@@ -9,4 +9,5 @@ Cross class: 0.965±0.0058 min: 0.946 max: 0.972
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.005675672795
-EER: 0.0 th: 0.9805802709390348
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9805802709390348
+EER (from distribution): 0.004663008 / 0.004663008 @ 0.980463714
\ No newline at end of file
diff --git a/paper/fig_results_open_p0.3.txt b/paper/fig_results_open_p0.3.txt
index 92c1edb..a75378f 100644
--- a/paper/fig_results_open_p0.3.txt
+++ b/paper/fig_results_open_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_open_p0.3.pdf / fig_cdf_open_p0.3.pdf on 2025-07-15T16:44:09.068600
+Results calculated from plots fig_covar_open_p0.3.pdf / fig_cdf_open_p0.3.pdf on 2025-09-29T17:47:33.622674
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.976378
@@ -9,4 +9,5 @@ Cross class: 0.699±0.0452 min: 0.634 max: 0.767
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000415
-EER: 0.0 th: 0.9701882899735962
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9701882899735962
+EER (from distribution): 0.000000001 / 0.000000001 @ 0.970597971
\ No newline at end of file
diff --git a/paper/fig_results_open_p0.3_minmax.txt b/paper/fig_results_open_p0.3_minmax.txt
index a4dc0f6..451dba2 100644
--- a/paper/fig_results_open_p0.3_minmax.txt
+++ b/paper/fig_results_open_p0.3_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_open_p0.3_minmax.pdf / fig_cdf_open_p0.3_minmax.pdf on 2025-07-15T16:44:09.201650
+Results calculated from plots fig_covar_open_p0.3_minmax.pdf / fig_cdf_open_p0.3_minmax.pdf on 2025-09-29T17:47:33.769496
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.222156
@@ -9,4 +9,5 @@ Cross class: -2.66±0.435 min: -3.46 max: -1.73
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000017
-EER: 0.0 th: 0.3114283518396177
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.3114283518396177
+EER (from distribution): 0.000000000 / 0.000000000 @ 0.012422066
\ No newline at end of file
diff --git a/paper/fig_results_open_p0.4.txt b/paper/fig_results_open_p0.4.txt
index 20ac354..e5db8e3 100644
--- a/paper/fig_results_open_p0.4.txt
+++ b/paper/fig_results_open_p0.4.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_open_p0.4.pdf / fig_cdf_open_p0.4.pdf on 2025-07-15T16:44:09.324061
+Results calculated from plots fig_covar_open_p0.4.pdf / fig_cdf_open_p0.4.pdf on 2025-09-29T17:47:33.915906
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.961962
@@ -9,4 +9,5 @@ Cross class: 0.735±0.0434 min: 0.696 max: 0.859
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000089605
-EER: 0.0 th: 0.9617505986759662
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9617505986759662
+EER (from distribution): 0.000000162 / 0.000000162 @ 0.957137594
\ No newline at end of file
diff --git a/paper/fig_results_open_p0.4_minmax.txt b/paper/fig_results_open_p0.4_minmax.txt
index 5061ca8..790a377 100644
--- a/paper/fig_results_open_p0.4_minmax.txt
+++ b/paper/fig_results_open_p0.4_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_open_p0.4_minmax.pdf / fig_cdf_open_p0.4_minmax.pdf on 2025-07-15T16:44:10.080104
+Results calculated from plots fig_covar_open_p0.4_minmax.pdf / fig_cdf_open_p0.4_minmax.pdf on 2025-09-29T17:47:34.076575
 
 setting threshold for quantile 0.001
 Baseline threshold set at -0.044841
@@ -9,4 +9,5 @@ Cross class: -1.62±0.282 min: -2.38 max: -1.15
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000011687
-EER: 0.0 th: -0.05437290229507008
\ No newline at end of file
+EER (from histogram): 0.0 th: -0.05437290229507008
+EER (from distribution): 0.000000401 / 0.000000401 @ -0.228315951
\ No newline at end of file
diff --git a/paper/fig_results_patch_0.3mm_large_sample_minmax.txt b/paper/fig_results_patch_0.3mm_large_sample_minmax.txt
index cefc35f..4392980 100644
--- a/paper/fig_results_patch_0.3mm_large_sample_minmax.txt
+++ b/paper/fig_results_patch_0.3mm_large_sample_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_0.3mm_large_sample_minmax.pdf / fig_cdf_patch_0.3mm_large_sample_minmax.pdf on 2025-07-15T16:44:22.588159
+Results calculated from plots fig_covar_patch_0.3mm_large_sample_minmax.pdf / fig_cdf_patch_0.3mm_large_sample_minmax.pdf on 2025-09-29T17:47:48.143349
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.050430
@@ -9,4 +9,5 @@ Cross class: 0.34±0.291 min: -0.454 max: 0.656
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.840804073508
-EER: 0.4274782608695652 th: 0.48578685197009863
\ No newline at end of file
+EER (from histogram): 0.4274782608695652 th: 0.48578685197009863
+EER (from distribution): 0.383257556 / 0.383257556 @ 0.426657172
\ No newline at end of file
diff --git a/paper/fig_results_patch_interleave_baseline.txt b/paper/fig_results_patch_interleave_baseline.txt
index 7c2b910..3db2265 100644
--- a/paper/fig_results_patch_interleave_baseline.txt
+++ b/paper/fig_results_patch_interleave_baseline.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_interleave_baseline.pdf / fig_cdf_patch_interleave_baseline.pdf on 2025-07-15T16:44:26.078170
+Results calculated from plots fig_covar_patch_interleave_baseline.pdf / fig_cdf_patch_interleave_baseline.pdf on 2025-09-29T17:47:52.151726
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.985280
@@ -9,4 +9,5 @@ Cross class: 0.988±0.0014 min: 0.984 max: 0.99
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.947287927127
-EER: 0.2421818181818182 th: 0.9885775337419679
\ No newline at end of file
+EER (from histogram): 0.2421818181818182 th: 0.9885775337419679
+EER (from distribution): 0.224787770 / 0.224787770 @ 0.988610962
\ No newline at end of file
diff --git a/paper/fig_results_patch_interleave_classifier.txt b/paper/fig_results_patch_interleave_classifier.txt
index 7570ad4..e3c7e56 100644
--- a/paper/fig_results_patch_interleave_classifier.txt
+++ b/paper/fig_results_patch_interleave_classifier.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_interleave_classifier.pdf / fig_cdf_patch_interleave_classifier.pdf on 2025-07-15T16:44:31.268699
+Results calculated from plots fig_covar_patch_interleave_classifier.pdf / fig_cdf_patch_interleave_classifier.pdf on 2025-09-29T17:47:58.811709
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.990168
@@ -9,4 +9,5 @@ Cross class: 0.99±0.000725 min: 0.988 max: 0.991
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.212168000058
-EER: 0.0463768115942029 th: 0.9908329311778704
\ No newline at end of file
+EER (from histogram): 0.0463768115942029 th: 0.9908329311778704
+EER (from distribution): 0.044144331 / 0.044144331 @ 0.990824809
\ No newline at end of file
diff --git a/paper/fig_results_patch_p0.3.txt b/paper/fig_results_patch_p0.3.txt
index 3d29ec1..5e0a24b 100644
--- a/paper/fig_results_patch_p0.3.txt
+++ b/paper/fig_results_patch_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_p0.3.pdf / fig_cdf_patch_p0.3.pdf on 2025-07-15T16:44:11.835536
+Results calculated from plots fig_covar_patch_p0.3.pdf / fig_cdf_patch_p0.3.pdf on 2025-09-29T17:47:36.006224
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.983033
@@ -9,4 +9,5 @@ Cross class: 0.95±0.0828 min: 0.699 max: 0.983
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.346782600833
-EER: 0.07787610619469026 th: 0.9830982899836443
\ No newline at end of file
+EER (from histogram): 0.07787610619469026 th: 0.9830982899836443
+EER (from distribution): 0.332781245 / 0.332781245 @ 0.986199671
\ No newline at end of file
diff --git a/paper/fig_results_patch_p0.3_minmax.txt b/paper/fig_results_patch_p0.3_minmax.txt
index 0b9d17c..ee1be4d 100644
--- a/paper/fig_results_patch_p0.3_minmax.txt
+++ b/paper/fig_results_patch_p0.3_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_p0.3_minmax.pdf / fig_cdf_patch_p0.3_minmax.pdf on 2025-07-15T16:44:11.981159
+Results calculated from plots fig_covar_patch_p0.3_minmax.pdf / fig_cdf_patch_p0.3_minmax.pdf on 2025-09-29T17:47:36.166187
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.313374
@@ -9,4 +9,5 @@ Cross class: -0.0978±0.813 min: -2.45 max: 0.523
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.306497894003
-EER: 0.12000000000000001 th: 0.4415850066114029
\ No newline at end of file
+EER (from histogram): 0.12000000000000001 th: 0.4415850066114029
+EER (from distribution): 0.242964836 / 0.242964836 @ 0.468632605
\ No newline at end of file
diff --git a/paper/fig_results_patch_ref_exp_interleave_direct.txt b/paper/fig_results_patch_ref_exp_interleave_direct.txt
index a9d7656..85b5afe 100644
--- a/paper/fig_results_patch_ref_exp_interleave_direct.txt
+++ b/paper/fig_results_patch_ref_exp_interleave_direct.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_ref_exp_interleave_direct.pdf / <none> on 2025-07-15T16:44:35.243606
+Results calculated from plots fig_covar_patch_ref_exp_interleave_direct.pdf / <none> on 2025-09-29T17:48:04.499083
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.988544
diff --git a/paper/fig_results_patch_repeat_p0.3.txt b/paper/fig_results_patch_repeat_p0.3.txt
index 83e2c11..2d62562 100644
--- a/paper/fig_results_patch_repeat_p0.3.txt
+++ b/paper/fig_results_patch_repeat_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_repeat_p0.3.pdf / fig_cdf_patch_repeat_p0.3.pdf on 2025-07-15T16:45:02.066689
+Results calculated from plots fig_covar_patch_repeat_p0.3.pdf / fig_cdf_patch_repeat_p0.3.pdf on 2025-09-29T17:48:45.111811
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.991727
@@ -9,4 +9,5 @@ Cross class: 0.994±0.00348 min: 0.982 max: 0.998
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.715256625096
-EER: 0.33910524621821697 th: 0.9956765300747624
\ No newline at end of file
+EER (from histogram): 0.33910524621821697 th: 0.9956765300747624
+EER (from distribution): 0.285041030 / 0.285041030 @ 0.995680460
\ No newline at end of file
diff --git a/paper/fig_results_patch_repeat_p0.3_minmax.txt b/paper/fig_results_patch_repeat_p0.3_minmax.txt
index 3f19b09..08689b0 100644
--- a/paper/fig_results_patch_repeat_p0.3_minmax.txt
+++ b/paper/fig_results_patch_repeat_p0.3_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_repeat_p0.3_minmax.pdf / fig_cdf_patch_repeat_p0.3_minmax.pdf on 2025-07-15T16:45:10.001857
+Results calculated from plots fig_covar_patch_repeat_p0.3_minmax.pdf / fig_cdf_patch_repeat_p0.3_minmax.pdf on 2025-09-29T17:48:56.006812
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.470057
@@ -9,4 +9,5 @@ Cross class: 0.473±0.101 min: 0.0629 max: 0.711
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.510969730299
-EER: 0.14564546016059293 th: 0.578163021102501
\ No newline at end of file
+EER (from histogram): 0.14564546016059293 th: 0.578163021102501
+EER (from distribution): 0.148337270 / 0.148337270 @ 0.578061260
\ No newline at end of file
diff --git a/paper/fig_results_patch_repeat_tridelta_all_the_data_p0.3.txt b/paper/fig_results_patch_repeat_tridelta_all_the_data_p0.3.txt
index c81d509..d4cdb3b 100644
--- a/paper/fig_results_patch_repeat_tridelta_all_the_data_p0.3.txt
+++ b/paper/fig_results_patch_repeat_tridelta_all_the_data_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_repeat_tridelta_all_the_data_p0.3.pdf / fig_cdf_patch_repeat_tridelta_all_the_data_p0.3.pdf on 2025-07-15T16:46:33.203127
+Results calculated from plots fig_covar_patch_repeat_tridelta_all_the_data_p0.3.pdf / fig_cdf_patch_repeat_tridelta_all_the_data_p0.3.pdf on 2025-09-29T17:49:07.054878
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.978057
@@ -9,4 +9,5 @@ Cross class: 0.98±0.00347 min: 0.966 max: 0.986
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.690844956542
-EER: 0.19512685790021775 th: 0.9823359725826497
\ No newline at end of file
+EER (from histogram): 0.19512685790021775 th: 0.9823359725826497
+EER (from distribution): 0.216710565 / 0.216710565 @ 0.982502007
\ No newline at end of file
diff --git a/paper/fig_results_patch_repeat_tridelta_p0.3.txt b/paper/fig_results_patch_repeat_tridelta_p0.3.txt
index 6825e7b..d284582 100644
--- a/paper/fig_results_patch_repeat_tridelta_p0.3.txt
+++ b/paper/fig_results_patch_repeat_tridelta_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_repeat_tridelta_p0.3.pdf / fig_cdf_patch_repeat_tridelta_p0.3.pdf on 2025-07-15T16:45:17.990271
+Results calculated from plots fig_covar_patch_repeat_tridelta_p0.3.pdf / fig_cdf_patch_repeat_tridelta_p0.3.pdf on 2025-09-29T17:49:06.614795
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.998986
@@ -9,4 +9,5 @@ Cross class: 0.999±0.000334 min: 0.998 max: 0.999
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.392163077311
-EER: 0.15651478816946443 th: 0.9992030775816553
\ No newline at end of file
+EER (from histogram): 0.15651478816946443 th: 0.9992030775816553
+EER (from distribution): 0.175194737 / 0.175194737 @ 0.999206428
\ No newline at end of file
diff --git a/paper/fig_results_patch_tdp0604_p0.3.txt b/paper/fig_results_patch_tdp0604_p0.3.txt
index 5cbc34a..44160d9 100644
--- a/paper/fig_results_patch_tdp0604_p0.3.txt
+++ b/paper/fig_results_patch_tdp0604_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_tdp0604_p0.3.pdf / fig_cdf_patch_tdp0604_p0.3.pdf on 2025-07-15T16:44:53.310507
+Results calculated from plots fig_covar_patch_tdp0604_p0.3.pdf / fig_cdf_patch_tdp0604_p0.3.pdf on 2025-09-29T17:48:33.983405
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.995213
@@ -9,4 +9,5 @@ Cross class: 0.972±0.0684 min: 0.765 max: 0.997
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.368134993436
-EER: 0.37183098591549296 th: 0.9959356111983982
\ No newline at end of file
+EER (from histogram): 0.37183098591549296 th: 0.9959356111983982
+EER (from distribution): 0.361874391 / 0.361874389 @ 0.996352893
\ No newline at end of file
diff --git a/paper/fig_results_patch_tdp0604_p0.3_minmax.txt b/paper/fig_results_patch_tdp0604_p0.3_minmax.txt
index 927da45..fdcca3e 100644
--- a/paper/fig_results_patch_tdp0604_p0.3_minmax.txt
+++ b/paper/fig_results_patch_tdp0604_p0.3_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_patch_tdp0604_p0.3_minmax.pdf / fig_cdf_patch_tdp0604_p0.3_minmax.pdf on 2025-07-15T16:44:53.445419
+Results calculated from plots fig_covar_patch_tdp0604_p0.3_minmax.pdf / fig_cdf_patch_tdp0604_p0.3_minmax.pdf on 2025-09-29T17:48:34.186074
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.676287
@@ -9,4 +9,5 @@ Cross class: 0.493±0.734 min: -1.72 max: 0.859
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.401475759067
-EER: 0.31320754716981136 th: 0.7944348801630056
\ No newline at end of file
+EER (from histogram): 0.31320754716981136 th: 0.7944348801630056
+EER (from distribution): 0.342607329 / 0.342607329 @ 0.790593907
\ No newline at end of file
diff --git a/paper/fig_results_probe_0.3.txt b/paper/fig_results_probe_0.3.txt
index e617486..fab13ea 100644
--- a/paper/fig_results_probe_0.3.txt
+++ b/paper/fig_results_probe_0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_0.3.pdf / fig_cdf_probe_0.3.pdf on 2025-07-15T16:44:06.716351
+Results calculated from plots fig_covar_probe_0.3.pdf / fig_cdf_probe_0.3.pdf on 2025-09-29T17:47:30.440084
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.972987
@@ -9,4 +9,5 @@ Cross class: 0.944±0.00617 min: 0.934 max: 0.96
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000001501477
-EER: 0.0 th: 0.9747796526628734
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9747796526628734
+EER (from distribution): 0.000008120 / 0.000008120 @ 0.970768144
\ No newline at end of file
diff --git a/paper/fig_results_probe_0.4.txt b/paper/fig_results_probe_0.4.txt
index 75fc011..2f82b0e 100644
--- a/paper/fig_results_probe_0.4.txt
+++ b/paper/fig_results_probe_0.4.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_0.4.pdf / fig_cdf_probe_0.4.pdf on 2025-07-15T16:44:06.948584
+Results calculated from plots fig_covar_probe_0.4.pdf / fig_cdf_probe_0.4.pdf on 2025-09-29T17:47:31.242652
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.963759
@@ -9,4 +9,5 @@ Cross class: 0.93±0.00368 min: 0.919 max: 0.937
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000000
-EER: 0.0 th: 0.9640827677501544
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9640827677501544
+EER (from distribution): 0.000000000 / 0.000000000 @ 0.954633391
\ No newline at end of file
diff --git a/paper/fig_results_probe_points_p0.3.txt b/paper/fig_results_probe_points_p0.3.txt
index f95cf12..7e978a7 100644
--- a/paper/fig_results_probe_points_p0.3.txt
+++ b/paper/fig_results_probe_points_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_points_p0.3.pdf / fig_cdf_probe_points_p0.3.pdf on 2025-07-15T16:44:10.204824
+Results calculated from plots fig_covar_probe_points_p0.3.pdf / fig_cdf_probe_points_p0.3.pdf on 2025-09-29T17:47:34.215492
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.976378
@@ -9,4 +9,5 @@ Cross class: 0.982±0.00166 min: 0.978 max: 0.984
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999354499878
-EER: 0.4133333333333334 th: 0.9822763983433783
\ No newline at end of file
+EER (from histogram): 0.4133333333333334 th: 0.9822763983433783
+EER (from distribution): 0.417498779 / 0.417498779 @ 0.982080632
\ No newline at end of file
diff --git a/paper/fig_results_probe_points_p0.3_minmax.txt b/paper/fig_results_probe_points_p0.3_minmax.txt
index 779edab..b9908e5 100644
--- a/paper/fig_results_probe_points_p0.3_minmax.txt
+++ b/paper/fig_results_probe_points_p0.3_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_points_p0.3_minmax.pdf / fig_cdf_probe_points_p0.3_minmax.pdf on 2025-07-15T16:44:10.340075
+Results calculated from plots fig_covar_probe_points_p0.3_minmax.pdf / fig_cdf_probe_points_p0.3_minmax.pdf on 2025-09-29T17:47:34.367949
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.222156
@@ -9,4 +9,5 @@ Cross class: 0.439±0.0676 min: 0.281 max: 0.563
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999333182506
-EER: 0.5393939393939394 th: 0.4468653841422197
\ No newline at end of file
+EER (from histogram): 0.5393939393939394 th: 0.4468653841422197
+EER (from distribution): 0.514438258 / 0.514438258 @ 0.436636638
\ No newline at end of file
diff --git a/paper/fig_results_probe_points_p0.4.txt b/paper/fig_results_probe_points_p0.4.txt
index 555bbf1..7335541 100644
--- a/paper/fig_results_probe_points_p0.4.txt
+++ b/paper/fig_results_probe_points_p0.4.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_points_p0.4.pdf / fig_cdf_probe_points_p0.4.pdf on 2025-07-15T16:44:10.475336
+Results calculated from plots fig_covar_probe_points_p0.4.pdf / fig_cdf_probe_points_p0.4.pdf on 2025-09-29T17:47:34.513891
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.961962
@@ -9,4 +9,5 @@ Cross class: 0.971±0.00242 min: 0.966 max: 0.975
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999848317762
-EER: 0.6333333333333333 th: 0.9697796637264954
\ No newline at end of file
+EER (from histogram): 0.6333333333333333 th: 0.9697796637264954
+EER (from distribution): 0.610701752 / 0.610701752 @ 0.970021556
\ No newline at end of file
diff --git a/paper/fig_results_probe_points_p0.4_minmax.txt b/paper/fig_results_probe_points_p0.4_minmax.txt
index cdf9220..5d6f42e 100644
--- a/paper/fig_results_probe_points_p0.4_minmax.txt
+++ b/paper/fig_results_probe_points_p0.4_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_probe_points_p0.4_minmax.pdf / fig_cdf_probe_points_p0.4_minmax.pdf on 2025-07-15T16:44:10.613629
+Results calculated from plots fig_covar_probe_points_p0.4_minmax.pdf / fig_cdf_probe_points_p0.4_minmax.pdf on 2025-09-29T17:47:34.663668
 
 setting threshold for quantile 0.001
 Baseline threshold set at -0.044841
@@ -9,4 +9,5 @@ Cross class: 0.254±0.0908 min: 0.0437 max: 0.397
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999511411088
-EER: 0.4923076923076923 th: 0.2817379300134156
\ No newline at end of file
+EER (from histogram): 0.4923076923076923 th: 0.2817379300134156
+EER (from distribution): 0.482942939 / 0.482942939 @ 0.258278231
\ No newline at end of file
diff --git a/paper/fig_results_short_across_traces_p0.3.txt b/paper/fig_results_short_across_traces_p0.3.txt
index caf5954..b28fa2b 100644
--- a/paper/fig_results_short_across_traces_p0.3.txt
+++ b/paper/fig_results_short_across_traces_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_across_traces_p0.3.pdf / fig_cdf_short_across_traces_p0.3.pdf on 2025-07-15T16:44:08.543120
+Results calculated from plots fig_covar_short_across_traces_p0.3.pdf / fig_cdf_short_across_traces_p0.3.pdf on 2025-09-29T17:47:33.023899
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.976378
@@ -9,4 +9,5 @@ Cross class: 0.565±0.0481 min: 0.477 max: 0.666
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000000
-EER: 0.0 th: 0.9724856278409246
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9724856278409246
+EER (from distribution): 0.000000000 / 0.000000000 @ 0.966104449
\ No newline at end of file
diff --git a/paper/fig_results_short_across_traces_p0.3_minmax.txt b/paper/fig_results_short_across_traces_p0.3_minmax.txt
index b98a314..4127f25 100644
--- a/paper/fig_results_short_across_traces_p0.3_minmax.txt
+++ b/paper/fig_results_short_across_traces_p0.3_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_across_traces_p0.3_minmax.pdf / fig_cdf_short_across_traces_p0.3_minmax.pdf on 2025-07-15T16:44:08.677890
+Results calculated from plots fig_covar_short_across_traces_p0.3_minmax.pdf / fig_cdf_short_across_traces_p0.3_minmax.pdf on 2025-09-29T17:47:33.178861
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.222156
@@ -9,4 +9,5 @@ Cross class: -4±0.303 min: -4.75 max: -3.5
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000000
-EER: 0.0 th: 0.2915482296934595
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.2915482296934595
+EER (from distribution): 0.000000000 / 0.000000000 @ -0.140568910
\ No newline at end of file
diff --git a/paper/fig_results_short_across_traces_p0.4.txt b/paper/fig_results_short_across_traces_p0.4.txt
index adeaaad..629fb2d 100644
--- a/paper/fig_results_short_across_traces_p0.4.txt
+++ b/paper/fig_results_short_across_traces_p0.4.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_across_traces_p0.4.pdf / fig_cdf_short_across_traces_p0.4.pdf on 2025-07-15T16:44:08.802393
+Results calculated from plots fig_covar_short_across_traces_p0.4.pdf / fig_cdf_short_across_traces_p0.4.pdf on 2025-09-29T17:47:33.323692
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.961962
@@ -9,4 +9,5 @@ Cross class: 0.585±0.0657 min: 0.501 max: 0.761
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000004592
-EER: 0.0 th: 0.9656144972371224
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9656144972371224
+EER (from distribution): 0.000000008 / 0.000000008 @ 0.955838699
\ No newline at end of file
diff --git a/paper/fig_results_short_across_traces_p0.4_minmax.txt b/paper/fig_results_short_across_traces_p0.4_minmax.txt
index 75c6ac8..9dabe47 100644
--- a/paper/fig_results_short_across_traces_p0.4_minmax.txt
+++ b/paper/fig_results_short_across_traces_p0.4_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_across_traces_p0.4_minmax.pdf / fig_cdf_short_across_traces_p0.4_minmax.pdf on 2025-07-15T16:44:08.937535
+Results calculated from plots fig_covar_short_across_traces_p0.4_minmax.pdf / fig_cdf_short_across_traces_p0.4_minmax.pdf on 2025-09-29T17:47:33.477955
 
 setting threshold for quantile 0.001
 Baseline threshold set at -0.044841
@@ -9,4 +9,5 @@ Cross class: -2.6±0.907 min: -4.33 max: -1.5
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.002394140016
-EER: 0.0 th: -0.08129093490444816
\ No newline at end of file
+EER (from histogram): 0.0 th: -0.08129093490444816
+EER (from distribution): 0.002202857 / 0.002202857 @ -0.020702459
\ No newline at end of file
diff --git a/paper/fig_results_short_ref_exp_interleave_direct.txt b/paper/fig_results_short_ref_exp_interleave_direct.txt
index e933fb2..e1536c6 100644
--- a/paper/fig_results_short_ref_exp_interleave_direct.txt
+++ b/paper/fig_results_short_ref_exp_interleave_direct.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_ref_exp_interleave_direct.pdf / <none> on 2025-07-15T16:44:47.701102
+Results calculated from plots fig_covar_short_ref_exp_interleave_direct.pdf / <none> on 2025-09-29T17:48:24.590476
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.983926
diff --git a/paper/fig_results_short_within_0.3.txt b/paper/fig_results_short_within_0.3.txt
index 3380bee..7c0cfd5 100644
--- a/paper/fig_results_short_within_0.3.txt
+++ b/paper/fig_results_short_within_0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_within_0.3.pdf / fig_cdf_short_within_0.3.pdf on 2025-07-15T16:51:07.642290
+Results calculated from plots fig_covar_short_within_0.3.pdf / fig_cdf_short_within_0.3.pdf on 2025-09-29T17:47:29.385473
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.991740
@@ -9,4 +9,5 @@ Cross class: 0.926±0.0893 min: 0.783 max: 0.996
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.231220998491
-EER: 0.16842105263157894 th: 0.9943917901819603
\ No newline at end of file
+EER (from histogram): 0.16842105263157894 th: 0.9943917901819603
+EER (from distribution): 0.222186228 / 0.222186229 @ 0.994420047
diff --git a/paper/fig_results_short_within_0.3_min_max.txt b/paper/fig_results_short_within_0.3_min_max.txt
index 5845d48..35b070e 100644
--- a/paper/fig_results_short_within_0.3_min_max.txt
+++ b/paper/fig_results_short_within_0.3_min_max.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_short_within_0.3_min_max.pdf / fig_cdf_short_within_0.3_min_max.pdf on 2025-07-15T16:51:07.782768
+Results calculated from plots fig_covar_short_within_0.3_min_max.pdf / fig_cdf_short_within_0.3_min_max.pdf on 2025-09-29T17:47:29.529058
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.447921
@@ -9,4 +9,5 @@ Cross class: -0.0231±0.645 min: -1.28 max: 0.785
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.232487050396
-EER: 0.23157894736842105 th: 0.6595285800360724
\ No newline at end of file
+EER (from histogram): 0.23157894736842105 th: 0.6595285800360724
+EER (from distribution): 0.152278585 / 0.152278585 @ 0.638754983
\ No newline at end of file
diff --git a/paper/fig_results_soldering_p0.3.txt b/paper/fig_results_soldering_p0.3.txt
index ffe4504..f3a084c 100644
--- a/paper/fig_results_soldering_p0.3.txt
+++ b/paper/fig_results_soldering_p0.3.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_soldering_p0.3.pdf / fig_cdf_soldering_p0.3.pdf on 2025-07-15T16:44:47.883622
+Results calculated from plots fig_covar_soldering_p0.3.pdf / fig_cdf_soldering_p0.3.pdf on 2025-09-29T17:48:24.880709
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.984799
@@ -9,4 +9,5 @@ Cross class: 0.936±0.00569 min: 0.923 max: 0.944
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000000000000
-EER: 0.0 th: 0.9842857435867194
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9842857435867194
+EER (from distribution): 0.000000000 / 0.000000000 @ 0.982100530
\ No newline at end of file
diff --git a/paper/fig_results_soldering_p0.3_minmax.txt b/paper/fig_results_soldering_p0.3_minmax.txt
index 154ca9d..9a90f21 100644
--- a/paper/fig_results_soldering_p0.3_minmax.txt
+++ b/paper/fig_results_soldering_p0.3_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_soldering_p0.3_minmax.pdf / fig_cdf_soldering_p0.3_minmax.pdf on 2025-07-15T16:44:48.012642
+Results calculated from plots fig_covar_soldering_p0.3_minmax.pdf / fig_cdf_soldering_p0.3_minmax.pdf on 2025-09-29T17:48:25.093950
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.414871
@@ -9,4 +9,5 @@ Cross class: -0.839±0.328 min: -1.41 max: -0.377
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000065988548
-EER: 0.0 th: 0.4237879413778003
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.4237879413778003
+EER (from distribution): 0.000091108 / 0.000091108 @ 0.388543200
\ No newline at end of file
diff --git a/paper/fig_results_time_drift.txt b/paper/fig_results_time_drift.txt
index 92bda37..f910e4f 100644
--- a/paper/fig_results_time_drift.txt
+++ b/paper/fig_results_time_drift.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_time_drift.pdf / fig_cdf_time_drift.pdf on 2025-07-15T16:44:08.095948
+Results calculated from plots fig_covar_time_drift.pdf / fig_cdf_time_drift.pdf on 2025-09-29T17:47:32.516418
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.973546
@@ -9,4 +9,5 @@ Cross class: 0.98±0.00134 min: 0.976 max: 0.983
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.999998395762
-EER: 0.6029850746268657 th: 0.9795569289147479
\ No newline at end of file
+EER (from histogram): 0.6029850746268657 th: 0.9795569289147479
+EER (from distribution): 0.611501257 / 0.611501257 @ 0.979419729
\ No newline at end of file
diff --git a/paper/fig_results_time_drift_minmax.txt b/paper/fig_results_time_drift_minmax.txt
index 498ff8c..e36bbb4 100644
--- a/paper/fig_results_time_drift_minmax.txt
+++ b/paper/fig_results_time_drift_minmax.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_time_drift_minmax.pdf / fig_cdf_time_drift_minmax.pdf on 2025-07-15T16:44:08.235279
+Results calculated from plots fig_covar_time_drift_minmax.pdf / fig_cdf_time_drift_minmax.pdf on 2025-09-29T17:47:32.674316
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.160074
@@ -9,4 +9,5 @@ Cross class: 0.39±0.0899 min: 0.105 max: 0.539
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.994771050513
-EER: 0.4235294117647059 th: 0.42234734134839336
\ No newline at end of file
+EER (from histogram): 0.4235294117647059 th: 0.42234734134839336
+EER (from distribution): 0.435549551 / 0.435549551 @ 0.404851755
\ No newline at end of file
diff --git a/paper/fig_results_touch_combined.txt b/paper/fig_results_touch_combined.txt
index 9fb0166..ca50298 100644
--- a/paper/fig_results_touch_combined.txt
+++ b/paper/fig_results_touch_combined.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_touch_combined.pdf / fig_cdf_touch_combined.pdf on 2025-07-15T16:44:07.646791
+Results calculated from plots fig_covar_touch_combined.pdf / fig_cdf_touch_combined.pdf on 2025-09-29T17:47:32.015338
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.978979
@@ -9,4 +9,5 @@ Cross class: 0.926±0.0136 min: 0.89 max: 0.953
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000042953295
-EER: 0.0 th: 0.9791645861772819
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9791645861772819
+EER (from distribution): 0.000058772 / 0.000058772 @ 0.977945207
\ No newline at end of file
diff --git a/paper/fig_results_touch_ground.txt b/paper/fig_results_touch_ground.txt
index dbcfd17..3dea2bb 100644
--- a/paper/fig_results_touch_ground.txt
+++ b/paper/fig_results_touch_ground.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_touch_ground.pdf / fig_cdf_touch_ground.pdf on 2025-07-15T16:44:07.409709
+Results calculated from plots fig_covar_touch_ground.pdf / fig_cdf_touch_ground.pdf on 2025-09-29T17:47:31.750889
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.981497
@@ -9,4 +9,5 @@ Cross class: 0.982±0.000887 min: 0.981 max: 0.985
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.833350961269
-EER: 0.1676190476190476 th: 0.9831607423686642
\ No newline at end of file
+EER (from histogram): 0.1676190476190476 th: 0.9831607423686642
+EER (from distribution): 0.144046986 / 0.144046986 @ 0.983297886
\ No newline at end of file
diff --git a/paper/fig_results_touch_mesh.txt b/paper/fig_results_touch_mesh.txt
index be652fa..1148b2f 100644
--- a/paper/fig_results_touch_mesh.txt
+++ b/paper/fig_results_touch_mesh.txt
@@ -1,4 +1,4 @@
-Results calculated from plots fig_covar_touch_mesh.pdf / fig_cdf_touch_mesh.pdf on 2025-07-15T16:44:07.181481
+Results calculated from plots fig_covar_touch_mesh.pdf / fig_cdf_touch_mesh.pdf on 2025-09-29T17:47:31.498691
 
 setting threshold for quantile 0.001
 Baseline threshold set at 0.981066
@@ -9,4 +9,5 @@ Cross class: 0.924±0.0132 min: 0.89 max: 0.948
 
 Type 1 error (false alarm rate): 0.001000000000
 Type 2 error (missed alarm rate): 0.000007289617
-EER: 0.0 th: 0.9811027642073021
\ No newline at end of file
+EER (from histogram): 0.0 th: 0.9811027642073021
+EER (from distribution): 0.000010588 / 0.000010588 @ 0.979973298
\ No newline at end of file
diff --git a/paper/fig_short_interleave_scatter.pdf b/paper/fig_short_interleave_scatter.pdf
index 9e0cb7a..e1f9fb6 100644
Binary files a/paper/fig_short_interleave_scatter.pdf and b/paper/fig_short_interleave_scatter.pdf differ
diff --git a/paper/paper.tex b/paper/paper.tex
index 0e90ab7..e9501b9 100644
--- a/paper/paper.tex
+++ b/paper/paper.tex
@@ -1070,14 +1070,14 @@ indicates good performance of our design, and increases the detection efficiency
     \centering
     \begin{subfigure}[t]{0.4\textwidth}
         \includegraphics[width=\textwidth]{fig_covar_distinguish_layouts.pdf}
-        \caption{Five copies of the same layout compared to four other layouts. FNR 18\% at 0.1\% FPR, CER=0\%.}
+        \caption{Five copies of the same layout compared to four other layouts. FNR 18\% at 0.1\% FPR, CER=8.3\%.}
         \label{fig_layout_identity_layout}
     \end{subfigure}
     \hspace*{5mm}
     \begin{subfigure}[t]{0.4\textwidth}
         \centering
         \includegraphics[width=0.7\textwidth]{fig_covar_distinguish_copies_large_run.pdf}
-        \caption{Three identical copies, 20 measurements each. FNR 1.7\% at 0.1\% FPR, CER=0\%.}
+        \caption{Three identical copies, 20 measurements each. FNR 1.7\% at 0.1\% FPR, CER=1.1\%.}
         \label{fig_layout_identity_identity}
     \end{subfigure}
     \hfill
@@ -1090,17 +1090,17 @@ indicates good performance of our design, and increases the detection efficiency
 \begin{figure}
     \begin{subfigure}[t]{0.23\textwidth}
         \includegraphics[width=\textwidth]{fig_covar_open_p0.3.pdf}
-        \caption{One trace interrupted, p=\qty{0.3}{\milli\meter}. FNR 0.0\% at 0.1\% FPR, CER=0\%.}
+        \caption{One trace interrupted, p=\qty{0.3}{\milli\meter}. FNR 0.0\% at 0.1\% FPR, CER=0.0\%.}
     \end{subfigure}
     \hfill
     \begin{subfigure}[t]{0.23\textwidth}
         \includegraphics[width=\textwidth]{fig_covar_short_across_traces_p0.3.pdf}
-        \caption{Both traces shorted, p=\qty{0.3}{\milli\meter}. FNR 0.0\% at 0.1\% FPR, CER=0\%.}
+        \caption{Both traces shorted, p=\qty{0.3}{\milli\meter}. FNR 0.0\% at 0.1\% FPR, CER=0.0\%.}
     \end{subfigure}
     \hfill
     \begin{subfigure}[t]{0.23\textwidth}
         \includegraphics[width=\textwidth]{fig_covar_open_p0.4.pdf}
-        \caption{One trace interrupted, p=\qty{0.4}{\milli\meter}. FNR 0.0\% at 0.1\% FPR, CER=0\%.}
+        \caption{One trace interrupted, p=\qty{0.4}{\milli\meter}. FNR 0.0\% at 0.1\% FPR, CER=0.0\%.}
     \end{subfigure}
     \hfill
     \begin{subfigure}[t]{0.23\textwidth}
@@ -1122,7 +1122,7 @@ location of the reflected pulse edge, resulting in 0\% Crossover Error Rate.
     \centering
     \includegraphics[width=0.33\textwidth,trim=0 5mm 0 5mm]{fig_covar_short_within_0.3.pdf}
     \caption{Similarity matrix of several mesh specimens that have one trace shorted to an
-        adjacent location on the same trace. Classification FNR 18\% at 0.1\% FPR, CER=17\%.}
+        adjacent location on the same trace. Classification FNR 23\% at 0.1\% FPR, CER=22\%.}
     \label{fig_short_within}
 \end{figure}
 
@@ -1138,19 +1138,19 @@ and others never detected.
 \begin{figure}
     \begin{subfigure}[t]{0.23\textwidth}
         \includegraphics[width=\textwidth]{fig_covar_probe_0.3.pdf}
-        \caption{Oscilloscope probe contacting mesh. FNR 0.0\% at 0.1\% FPR, CER=0\%.}
+        \caption{Oscilloscope probe contacting mesh. FNR 0.0\% at 0.1\% FPR, CER=0.0\%.}
         \label{fig_covar_adv_probe}
     \end{subfigure}
     \hfill
     \begin{subfigure}[t]{0.23\textwidth}
         \includegraphics[width=\textwidth]{fig_covar_soldering_p0.3.pdf}
-        \caption{Soldering iron touching mesh. FNR 0.0\% at 0.1\% FPR, CER=0\%.}
+        \caption{Soldering iron touching mesh. FNR 0.0\% at 0.1\% FPR, CER=0.0\%.}
         \label{fig_covar_adv_soldering}
     \end{subfigure}
     \hfill
     \begin{subfigure}[t]{0.23\textwidth}
         \includegraphics[width=\textwidth]{fig_covar_antenna_wire_30mm_p0.3.pdf}
-        \caption{30mm wire soldered to mesh. FNR 9.6\% at 0.1\% FPR, CER=1\%.}
+        \caption{30mm wire soldered to mesh. FNR 9.6\% at 0.1\% FPR, CER=6.7\%.}
         \label{fig_covar_adv_antenna}
     \end{subfigure}
     \hfill
@@ -1250,7 +1250,7 @@ improves to 51.1\%, detecting half of all attack attempts in a single measuremen
     \begin{subfigure}{0.3\textwidth}
         \centering
         \includegraphics[width=\textwidth]{fig_covar_patch_repeat_p0.3.pdf}
-        \caption{Micro-soldering patching attack. FNR 71.5\% at 0.1\% FPR, CER=34\%.}
+        \caption{Micro-soldering patching attack. FNR 71.5\% at 0.1\% FPR, CER=29\%.}
         \label{fig_patch_large_scale_corr}
     \end{subfigure}
     \hspace*{5mm}
@@ -1292,19 +1292,19 @@ domain based on a temperature measurement.
 \begin{figure}
     \begin{subfigure}[t]{0.25\textwidth}
         \includegraphics[width=\textwidth,trim=0 5mm 0 5mm]{fig_covar_time_drift.pdf}
-        \caption{Time drift (2.5h). FNR 100\% at 0.1\% FPR, CER=60\%.}
+        \caption{Time drift (2.5h). FNR 100\% at 0.1\% FPR, CER=61\%.}
         \label{fig_env_effects_time}
     \end{subfigure}
     \hfill
     \begin{subfigure}[t]{0.35\textwidth}
         \includegraphics[width=\textwidth]{fig_covar_touch_combined.pdf}
-        \caption{Touch sensitivity. FNR 0.0\% at 0.1\% FPR, CER=0\%.}
+        \caption{Touch sensitivity. FNR 0.0\% at 0.1\% FPR, CER=0.0\%.}
         \label{fig_env_effects_touch}
     \end{subfigure}
     \hfill
     \begin{subfigure}[t]{0.25\textwidth}
         \includegraphics[width=\textwidth,trim=0 5mm 0 5mm]{fig_covar_hot_mesh.pdf}
-        \caption{Mesh heated (\qty{70}{\degree C}). FNR 0.6\% at 0.1\% FPR, CER=0\%.}
+        \caption{Mesh heated (\qty{70}{\degree C}). FNR 0.6\% at 0.1\% FPR, CER=0.5\%.}
         \label{fig_env_effects_heat}
     \end{subfigure}
     \caption{Classification results of the same mesh under various environmental factors.}
@@ -1335,7 +1335,7 @@ classification performance remaining approximately constant at 69.0\% FNR at 0.1
     \hspace*{2mm}
     \caption{Classifier similarity scores of measurements in different environments, 10
         measurements each. For scale, measurements from Figure~\ref{fig_patch_large_scale} are included on the
-        bottom/right. FNR 69.0\% at 0.1\% FPR, CER=20\%.}
+        bottom/right. FNR 69.0\% at 0.1\% FPR, CER=22\%.}
     \label{fig_env_covar}
 \end{figure}