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cleaned up code

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Tinsae
2026-07-08 23:53:07 +02:00
parent 31f461342e
commit 04875a62e9
23 changed files with 1362 additions and 715 deletions
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54
reports/CertifiedUnlearning/RESNET34/forget.csv
View File

@@ -376,3 +376,57 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1750,1.0000,0.1750,0.2979,1.0000,0.1750,0.2979
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1250,1.0000,0.1250,0.2222,1.0000,0.1250,0.2222
0.1000,1.0000,0.1000,0.1818,1.0000,0.1000,0.1818
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.5750,1.0000,0.5750,0.7302,1.0000,0.5750,0.7302
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.6000,1.0000,0.6000,0.7500,1.0000,0.6000,0.7500
0.1125,1.0000,0.1125,0.2022,1.0000,0.1125,0.2022
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.2375,1.0000,0.2375,0.3838,1.0000,0.2375,0.3838
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.4500,1.0000,0.4500,0.6207,1.0000,0.4500,0.6207
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.3250,1.0000,0.3250,0.4906,1.0000,0.3250,0.4906
0.0625,1.0000,0.0625,0.1176,1.0000,0.0625,0.1176
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.4375,1.0000,0.4375,0.6087,1.0000,0.4375,0.6087
0.7125,1.0000,0.7125,0.8321,1.0000,0.7125,0.8321
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.3000,1.0000,0.3000,0.4615,1.0000,0.3000,0.4615
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0250,1.0000,0.0250,0.0488,1.0000,0.0250,0.0488
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
376 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
377 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
378 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
379 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
380 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
381 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
382 0.1750 1.0000 0.1750 0.2979 1.0000 0.1750 0.2979
383 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
384 0.1250 1.0000 0.1250 0.2222 1.0000 0.1250 0.2222
385 0.1000 1.0000 0.1000 0.1818 1.0000 0.1000 0.1818
386 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
387 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
388 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
389 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
390 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
391 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
392 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
393 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
394 0.5750 1.0000 0.5750 0.7302 1.0000 0.5750 0.7302
395 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
396 0.6000 1.0000 0.6000 0.7500 1.0000 0.6000 0.7500
397 0.1125 1.0000 0.1125 0.2022 1.0000 0.1125 0.2022
398 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
399 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
400 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
401 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
402 0.2375 1.0000 0.2375 0.3838 1.0000 0.2375 0.3838
403 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
404 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
405 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
406 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
407 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
408 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
409 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
410 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
411 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
412 0.4500 1.0000 0.4500 0.6207 1.0000 0.4500 0.6207
413 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
414 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
415 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
416 0.3250 1.0000 0.3250 0.4906 1.0000 0.3250 0.4906
417 0.0625 1.0000 0.0625 0.1176 1.0000 0.0625 0.1176
418 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
419 0.4375 1.0000 0.4375 0.6087 1.0000 0.4375 0.6087
420 0.7125 1.0000 0.7125 0.8321 1.0000 0.7125 0.8321
421 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
422 0.3000 1.0000 0.3000 0.4615 1.0000 0.3000 0.4615
423 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
424 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
425 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
426 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
427 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
428 0.0250 1.0000 0.0250 0.0488 1.0000 0.0250 0.0488
429 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
430 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
431 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
432 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000

54
reports/CertifiedUnlearning/RESNET34/forget_train.csv
View File

@@ -376,3 +376,57 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1594,1.0000,0.1594,0.2749,1.0000,0.1594,0.2749
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1094,1.0000,0.1094,0.1972,1.0000,0.1094,0.1972
0.1781,1.0000,0.1781,0.3024,1.0000,0.1781,0.3024
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0125,1.0000,0.0125,0.0247,1.0000,0.0125,0.0247
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.7344,1.0000,0.7344,0.8468,1.0000,0.7344,0.8468
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.7844,1.0000,0.7844,0.8792,1.0000,0.7844,0.8792
0.1125,1.0000,0.1125,0.2022,1.0000,0.1125,0.2022
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1812,1.0000,0.1812,0.3069,1.0000,0.1812,0.3069
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.6594,1.0000,0.6594,0.7947,1.0000,0.6594,0.7947
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.3812,1.0000,0.3812,0.5520,1.0000,0.3812,0.5520
0.1062,1.0000,0.1062,0.1921,1.0000,0.1062,0.1921
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.4969,1.0000,0.4969,0.6639,1.0000,0.4969,0.6639
0.9156,1.0000,0.9156,0.9560,1.0000,0.9156,0.9560
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.3375,1.0000,0.3375,0.5047,1.0000,0.3375,0.5047
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0094,1.0000,0.0094,0.0186,1.0000,0.0094,0.0186
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
376 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
377 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
378 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
379 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
380 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
381 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
382 0.1594 1.0000 0.1594 0.2749 1.0000 0.1594 0.2749
383 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
384 0.1094 1.0000 0.1094 0.1972 1.0000 0.1094 0.1972
385 0.1781 1.0000 0.1781 0.3024 1.0000 0.1781 0.3024
386 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
387 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
388 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
389 0.0125 1.0000 0.0125 0.0247 1.0000 0.0125 0.0247
390 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
391 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
392 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
393 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
394 0.7344 1.0000 0.7344 0.8468 1.0000 0.7344 0.8468
395 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
396 0.7844 1.0000 0.7844 0.8792 1.0000 0.7844 0.8792
397 0.1125 1.0000 0.1125 0.2022 1.0000 0.1125 0.2022
398 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
399 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
400 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
401 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
402 0.1812 1.0000 0.1812 0.3069 1.0000 0.1812 0.3069
403 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
404 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
405 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
406 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
407 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
408 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
409 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
410 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
411 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
412 0.6594 1.0000 0.6594 0.7947 1.0000 0.6594 0.7947
413 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
414 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
415 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
416 0.3812 1.0000 0.3812 0.5520 1.0000 0.3812 0.5520
417 0.1062 1.0000 0.1062 0.1921 1.0000 0.1062 0.1921
418 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
419 0.4969 1.0000 0.4969 0.6639 1.0000 0.4969 0.6639
420 0.9156 1.0000 0.9156 0.9560 1.0000 0.9156 0.9560
421 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
422 0.3375 1.0000 0.3375 0.5047 1.0000 0.3375 0.5047
423 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
424 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
425 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
426 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
427 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
428 0.0094 1.0000 0.0094 0.0186 1.0000 0.0094 0.0186
429 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
430 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
431 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
432 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000

54
reports/CertifiedUnlearning/RESNET34/retain.csv
View File

@@ -376,3 +376,57 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal
0.9053,0.9214,0.9053,0.9081,0.9214,0.9053,0.9081
0.0533,0.0343,0.0533,0.0077,0.0343,0.0533,0.0077
0.7171,0.8599,0.7171,0.7316,0.8599,0.7171,0.7316
0.9230,0.9359,0.9230,0.9258,0.9359,0.9230,0.9258
0.8842,0.9131,0.8842,0.8898,0.9131,0.8842,0.8898
0.5572,0.8343,0.5572,0.5496,0.8343,0.5572,0.5496
0.9395,0.9433,0.9395,0.9400,0.9433,0.9395,0.9400
0.4888,0.8411,0.4888,0.4827,0.8411,0.4888,0.4827
0.9408,0.9432,0.9408,0.9412,0.9432,0.9408,0.9412
0.9329,0.9414,0.9329,0.9341,0.9414,0.9329,0.9341
0.9362,0.9418,0.9362,0.9369,0.9418,0.9362,0.9369
0.9461,0.9486,0.9461,0.9462,0.9486,0.9461,0.9462
0.0546,0.0554,0.0546,0.0091,0.0554,0.0546,0.0091
0.9480,0.9517,0.9480,0.9486,0.9517,0.9480,0.9486
0.9276,0.9364,0.9276,0.9288,0.9364,0.9276,0.9288
0.9230,0.9317,0.9230,0.9234,0.9317,0.9230,0.9234
0.8934,0.9175,0.8934,0.8983,0.9175,0.8934,0.8983
0.6401,0.8488,0.6401,0.6484,0.8488,0.6401,0.6484
0.9474,0.9493,0.9474,0.9476,0.9493,0.9474,0.9476
0.1704,0.2866,0.1704,0.0875,0.2866,0.1704,0.0875
0.9480,0.9498,0.9480,0.9483,0.9498,0.9480,0.9483
0.9428,0.9470,0.9428,0.9431,0.9470,0.9428,0.9431
0.8059,0.8877,0.8059,0.8163,0.8877,0.8059,0.8163
0.9513,0.9531,0.9513,0.9515,0.9531,0.9513,0.9515
0.2480,0.4844,0.2480,0.2043,0.4844,0.2480,0.2043
0.8934,0.9220,0.8934,0.8995,0.9220,0.8934,0.8995
0.9447,0.9494,0.9447,0.9455,0.9494,0.9447,0.9455
0.9355,0.9410,0.9355,0.9364,0.9410,0.9355,0.9364
0.8836,0.9200,0.8836,0.8914,0.9200,0.8836,0.8914
0.1046,0.1952,0.1046,0.0543,0.1952,0.1046,0.0543
0.8441,0.8947,0.8441,0.8513,0.8947,0.8441,0.8513
0.9125,0.9234,0.9125,0.9135,0.9234,0.9125,0.9135
0.4151,0.7134,0.4151,0.3699,0.7134,0.4151,0.3699
0.9454,0.9500,0.9454,0.9463,0.9500,0.9454,0.9463
0.9375,0.9438,0.9375,0.9386,0.9438,0.9375,0.9386
0.7559,0.8854,0.7559,0.7774,0.8854,0.7559,0.7774
0.9421,0.9467,0.9421,0.9427,0.9467,0.9421,0.9427
0.8013,0.8818,0.8013,0.8134,0.8818,0.8013,0.8134
0.8132,0.9213,0.8132,0.8447,0.9213,0.8132,0.8447
0.5289,0.8430,0.5289,0.5306,0.8430,0.5289,0.5306
0.9474,0.9493,0.9474,0.9477,0.9493,0.9474,0.9477
0.9368,0.9410,0.9368,0.9371,0.9410,0.9368,0.9371
0.9086,0.9250,0.9086,0.9116,0.9250,0.9086,0.9116
0.9500,0.9517,0.9500,0.9503,0.9517,0.9500,0.9503
0.9513,0.9533,0.9513,0.9516,0.9533,0.9513,0.9516
0.9237,0.9333,0.9237,0.9255,0.9333,0.9237,0.9255
0.9447,0.9472,0.9447,0.9451,0.9472,0.9447,0.9451
0.8316,0.9040,0.8316,0.8458,0.9040,0.8316,0.8458
0.8941,0.9206,0.8941,0.8978,0.9206,0.8941,0.8978
0.8974,0.9165,0.8974,0.8989,0.9165,0.8974,0.8989
0.5586,0.8841,0.5586,0.5802,0.8841,0.5586,0.5802
0.8382,0.9133,0.8382,0.8565,0.9133,0.8382,0.8565
0.9428,0.9483,0.9428,0.9437,0.9483,0.9428,0.9437
0.9086,0.9200,0.9086,0.9094,0.9200,0.9086,0.9094
0.7046,0.8702,0.7046,0.7201,0.8702,0.7046,0.7201
0.0789,0.0145,0.0789,0.0229,0.0145,0.0789,0.0229
0.8559,0.9075,0.8559,0.8674,0.9075,0.8559,0.8674
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
376 0.9053 0.9214 0.9053 0.9081 0.9214 0.9053 0.9081
377 0.0533 0.0343 0.0533 0.0077 0.0343 0.0533 0.0077
378 0.7171 0.8599 0.7171 0.7316 0.8599 0.7171 0.7316
379 0.9230 0.9359 0.9230 0.9258 0.9359 0.9230 0.9258
380 0.8842 0.9131 0.8842 0.8898 0.9131 0.8842 0.8898
381 0.5572 0.8343 0.5572 0.5496 0.8343 0.5572 0.5496
382 0.9395 0.9433 0.9395 0.9400 0.9433 0.9395 0.9400
383 0.4888 0.8411 0.4888 0.4827 0.8411 0.4888 0.4827
384 0.9408 0.9432 0.9408 0.9412 0.9432 0.9408 0.9412
385 0.9329 0.9414 0.9329 0.9341 0.9414 0.9329 0.9341
386 0.9362 0.9418 0.9362 0.9369 0.9418 0.9362 0.9369
387 0.9461 0.9486 0.9461 0.9462 0.9486 0.9461 0.9462
388 0.0546 0.0554 0.0546 0.0091 0.0554 0.0546 0.0091
389 0.9480 0.9517 0.9480 0.9486 0.9517 0.9480 0.9486
390 0.9276 0.9364 0.9276 0.9288 0.9364 0.9276 0.9288
391 0.9230 0.9317 0.9230 0.9234 0.9317 0.9230 0.9234
392 0.8934 0.9175 0.8934 0.8983 0.9175 0.8934 0.8983
393 0.6401 0.8488 0.6401 0.6484 0.8488 0.6401 0.6484
394 0.9474 0.9493 0.9474 0.9476 0.9493 0.9474 0.9476
395 0.1704 0.2866 0.1704 0.0875 0.2866 0.1704 0.0875
396 0.9480 0.9498 0.9480 0.9483 0.9498 0.9480 0.9483
397 0.9428 0.9470 0.9428 0.9431 0.9470 0.9428 0.9431
398 0.8059 0.8877 0.8059 0.8163 0.8877 0.8059 0.8163
399 0.9513 0.9531 0.9513 0.9515 0.9531 0.9513 0.9515
400 0.2480 0.4844 0.2480 0.2043 0.4844 0.2480 0.2043
401 0.8934 0.9220 0.8934 0.8995 0.9220 0.8934 0.8995
402 0.9447 0.9494 0.9447 0.9455 0.9494 0.9447 0.9455
403 0.9355 0.9410 0.9355 0.9364 0.9410 0.9355 0.9364
404 0.8836 0.9200 0.8836 0.8914 0.9200 0.8836 0.8914
405 0.1046 0.1952 0.1046 0.0543 0.1952 0.1046 0.0543
406 0.8441 0.8947 0.8441 0.8513 0.8947 0.8441 0.8513
407 0.9125 0.9234 0.9125 0.9135 0.9234 0.9125 0.9135
408 0.4151 0.7134 0.4151 0.3699 0.7134 0.4151 0.3699
409 0.9454 0.9500 0.9454 0.9463 0.9500 0.9454 0.9463
410 0.9375 0.9438 0.9375 0.9386 0.9438 0.9375 0.9386
411 0.7559 0.8854 0.7559 0.7774 0.8854 0.7559 0.7774
412 0.9421 0.9467 0.9421 0.9427 0.9467 0.9421 0.9427
413 0.8013 0.8818 0.8013 0.8134 0.8818 0.8013 0.8134
414 0.8132 0.9213 0.8132 0.8447 0.9213 0.8132 0.8447
415 0.5289 0.8430 0.5289 0.5306 0.8430 0.5289 0.5306
416 0.9474 0.9493 0.9474 0.9477 0.9493 0.9474 0.9477
417 0.9368 0.9410 0.9368 0.9371 0.9410 0.9368 0.9371
418 0.9086 0.9250 0.9086 0.9116 0.9250 0.9086 0.9116
419 0.9500 0.9517 0.9500 0.9503 0.9517 0.9500 0.9503
420 0.9513 0.9533 0.9513 0.9516 0.9533 0.9513 0.9516
421 0.9237 0.9333 0.9237 0.9255 0.9333 0.9237 0.9255
422 0.9447 0.9472 0.9447 0.9451 0.9472 0.9447 0.9451
423 0.8316 0.9040 0.8316 0.8458 0.9040 0.8316 0.8458
424 0.8941 0.9206 0.8941 0.8978 0.9206 0.8941 0.8978
425 0.8974 0.9165 0.8974 0.8989 0.9165 0.8974 0.8989
426 0.5586 0.8841 0.5586 0.5802 0.8841 0.5586 0.5802
427 0.8382 0.9133 0.8382 0.8565 0.9133 0.8382 0.8565
428 0.9428 0.9483 0.9428 0.9437 0.9483 0.9428 0.9437
429 0.9086 0.9200 0.9086 0.9094 0.9200 0.9086 0.9094
430 0.7046 0.8702 0.7046 0.7201 0.8702 0.7046 0.7201
431 0.0789 0.0145 0.0789 0.0229 0.0145 0.0789 0.0229
432 0.8559 0.9075 0.8559 0.8674 0.9075 0.8559 0.8674

70
reports/CertifiedUnlearning/attack_values.csv
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@@ -1,33 +1,37 @@
target_class,parameter_mia_accuracy,latent_distance_tell,lookalike_accuracy
0,0.500000,7.219862,0.979167
1,0.500000,3.659238,0.958333
2,0.500000,6.939345,0.885417
3,0.500000,7.800516,0.989583
4,0.500000,6.631370,1.000000
5,0.500000,7.557893,0.937500
6,0.500000,8.085600,0.937500
7,0.500000,7.518537,0.947917
8,0.500000,9.040818,0.895833
9,0.500000,8.269253,0.968750
10,0.500000,5.678658,1.000000
11,0.450000,6.800340,1.000000
12,0.500000,7.708953,0.937500
13,0.500000,6.559650,1.000000
14,0.500000,8.420962,0.989583
15,0.500000,7.526255,1.000000
16,0.500000,6.906671,0.968750
17,0.500000,5.499599,0.979167
18,0.500000,8.465704,0.979167
19,0.500000,5.958429,0.979167
0,0.500000,5.903083,0.979167
1,0.500000,4.479048,0.947917
2,0.500000,4.460630,0.979167
3,0.500000,9.916990,1.000000
4,0.500000,4.245532,0.979167
5,0.500000,5.771674,1.000000
6,0.500000,6.300947,0.979167
7,0.500000,6.803962,0.979167
8,0.500000,9.174347,1.000000
9,0.500000,7.843153,0.989583
10,0.500000,5.029855,1.000000
11,0.500000,7.945799,1.000000
target_class, parameter_mia_accuracy, lookalike_accuracy, A-Dist, JS-Dist
0,0.500000,1.000000, 0.062500, 0.654685
1,0.500000,0.979167, 0.208333, 0.516170
2,0.500000,0.958333, 0.187500, 0.526930
3,0.500000,1.000000, 0.104167, 0.473445
4,0.500000,0.979167, 0.312500, 0.571769
5,0.500000,1.000000, 0.072917, 0.672217
6,0.500000,0.958333, 0.041667, 0.513104
7,0.500000,0.989583, 0.020833, 0.576437
8,0.500000,0.875000, 0.052083, 0.491356
9,0.500000,0.968750, 0.083333, 0.611189
10,0.500000,1.000000, 0.052083, 0.615587
11,0.500000,1.000000, 0.031250, 0.545611
12,0.500000,0.968750, 0.093750, 0.434476
13,0.500000,1.000000, 0.145833, 0.582930
14,0.500000,0.916667, 0.083333, 0.471939
15,0.500000,0.989583, 0.083333, 0.541379
16,0.500000,0.989583, 0.218750, 0.571814
17,0.500000,0.989583, 0.062500, 0.503747
18,0.550000,1.000000, 0.166667, 0.495459
19,0.500000,0.916667, 0.052083, 0.551996
0,0.500000,0.937500, 0.020833, 0.532267
1,0.500000,0.937500, 0.093750, 0.503973
2,0.500000,0.989583, 0.104167, 0.570063
0,0.500000,0.402083, 0.031250, 0.511158
1,0.500000,0.154167, 0.312500, 0.496193
2,0.500000,0.602083, 0.145833, 0.530453
3,0.500000,0.852083, 0.135417, 0.491837
4,0.500000,0.654167, 0.041667, 0.569679
5,0.500000,0.993750, 0.187500, 0.693986
6,0.500000,0.489583, 0.010417, 0.549827
7,0.500000,0.333333, 0.156250, 0.539906
8,0.500000,0.668750, 0.041667, 0.477993
9,0.500000,0.962500, 0.062500, 0.622796
10,0.500000,1.000000, 0.093750, 0.712293
11,0.500000,0.939583, 0.187500, 0.511184
1 target_class parameter_mia_accuracy latent_distance_tell lookalike_accuracy A-Dist JS-Dist
2 0 0.500000 7.219862 0.979167 1.000000 0.062500 0.654685
3 1 0.500000 3.659238 0.958333 0.979167 0.208333 0.516170
4 2 0.500000 6.939345 0.885417 0.958333 0.187500 0.526930
5 3 0.500000 7.800516 0.989583 1.000000 0.104167 0.473445
6 4 0.500000 6.631370 1.000000 0.979167 0.312500 0.571769
7 5 0.500000 7.557893 0.937500 1.000000 0.072917 0.672217
8 6 0.500000 8.085600 0.937500 0.958333 0.041667 0.513104
9 7 0.500000 7.518537 0.947917 0.989583 0.020833 0.576437
10 8 0.500000 9.040818 0.895833 0.875000 0.052083 0.491356
11 9 0.500000 8.269253 0.968750 0.083333 0.611189
12 10 0.500000 5.678658 1.000000 0.052083 0.615587
13 11 0.450000 0.500000 6.800340 1.000000 0.031250 0.545611
14 12 0.500000 7.708953 0.937500 0.968750 0.093750 0.434476
15 13 0.500000 6.559650 1.000000 0.145833 0.582930
16 14 0.500000 8.420962 0.989583 0.916667 0.083333 0.471939
17 15 0.500000 7.526255 1.000000 0.989583 0.083333 0.541379
18 16 0.500000 6.906671 0.968750 0.989583 0.218750 0.571814
19 17 0.500000 5.499599 0.979167 0.989583 0.062500 0.503747
20 18 0.500000 0.550000 8.465704 0.979167 1.000000 0.166667 0.495459
21 19 0.500000 5.958429 0.979167 0.916667 0.052083 0.551996
22 0 0.500000 5.903083 0.979167 0.937500 0.020833 0.532267
23 1 0.500000 4.479048 0.947917 0.937500 0.093750 0.503973
24 2 0.500000 4.460630 0.979167 0.989583 0.104167 0.570063
25 3 0 0.500000 9.916990 1.000000 0.402083 0.031250 0.511158
26 4 1 0.500000 4.245532 0.979167 0.154167 0.312500 0.496193
27 5 2 0.500000 5.771674 1.000000 0.602083 0.145833 0.530453
28 6 3 0.500000 6.300947 0.979167 0.852083 0.135417 0.491837
29 7 4 0.500000 6.803962 0.979167 0.654167 0.041667 0.569679
30 8 5 0.500000 9.174347 1.000000 0.993750 0.187500 0.693986
31 9 6 0.500000 7.843153 0.989583 0.489583 0.010417 0.549827
32 10 7 0.500000 5.029855 1.000000 0.333333 0.156250 0.539906
33 11 8 0.500000 7.945799 1.000000 0.668750 0.041667 0.477993
34 9 0.500000 0.962500 0.062500 0.622796
35 10 0.500000 1.000000 0.093750 0.712293
36 11 0.500000 0.939583 0.187500 0.511184
37

34
reports/CertifiedUnlearning/attack_values_int.csv Normal file
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target_class,parameter_mia_accuracy,latent_distance_tell,lookalike_accuracy
0,0.500000,7.219862,0.979167
1,0.500000,3.659238,0.958333
2,0.500000,6.939345,0.885417
3,0.500000,7.800516,0.989583
4,0.500000,6.631370,1.000000
5,0.500000,7.557893,0.937500
6,0.500000,8.085600,0.937500
7,0.500000,7.518537,0.947917
8,0.500000,9.040818,0.895833
9,0.500000,8.269253,0.968750
10,0.500000,5.678658,1.000000
11,0.450000,6.800340,1.000000
12,0.500000,7.708953,0.937500
13,0.500000,6.559650,1.000000
14,0.500000,8.420962,0.989583
15,0.500000,7.526255,1.000000
16,0.500000,6.906671,0.968750
17,0.500000,5.499599,0.979167
18,0.500000,8.465704,0.979167
19,0.500000,5.958429,0.979167
0,0.500000,5.903083,0.979167
1,0.500000,4.479048,0.947917
2,0.500000,4.460630,0.979167
3,0.500000,9.916990,1.000000
4,0.500000,4.245532,0.979167
5,0.500000,5.771674,1.000000
6,0.500000,6.300947,0.979167
7,0.500000,6.803962,0.979167
8,0.500000,9.174347,1.000000
9,0.500000,7.843153,0.989583
10,0.500000,5.029855,1.000000
11,0.500000,7.945799,1.000000
12,0.500000,8.373040,0.979167
1 target_class parameter_mia_accuracy latent_distance_tell lookalike_accuracy
2 0 0.500000 7.219862 0.979167
3 1 0.500000 3.659238 0.958333
4 2 0.500000 6.939345 0.885417
5 3 0.500000 7.800516 0.989583
6 4 0.500000 6.631370 1.000000
7 5 0.500000 7.557893 0.937500
8 6 0.500000 8.085600 0.937500
9 7 0.500000 7.518537 0.947917
10 8 0.500000 9.040818 0.895833
11 9 0.500000 8.269253 0.968750
12 10 0.500000 5.678658 1.000000
13 11 0.450000 6.800340 1.000000
14 12 0.500000 7.708953 0.937500
15 13 0.500000 6.559650 1.000000
16 14 0.500000 8.420962 0.989583
17 15 0.500000 7.526255 1.000000
18 16 0.500000 6.906671 0.968750
19 17 0.500000 5.499599 0.979167
20 18 0.500000 8.465704 0.979167
21 19 0.500000 5.958429 0.979167
22 0 0.500000 5.903083 0.979167
23 1 0.500000 4.479048 0.947917
24 2 0.500000 4.460630 0.979167
25 3 0.500000 9.916990 1.000000
26 4 0.500000 4.245532 0.979167
27 5 0.500000 5.771674 1.000000
28 6 0.500000 6.300947 0.979167
29 7 0.500000 6.803962 0.979167
30 8 0.500000 9.174347 1.000000
31 9 0.500000 7.843153 0.989583
32 10 0.500000 5.029855 1.000000
33 11 0.500000 7.945799 1.000000
34 12 0.500000 8.373040 0.979167