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2026-07-09 12:20:18 +02:00
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70
reports/CertifiedUnlearning/RESNET34/forget.csv
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@@ -430,3 +430,73 @@ 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
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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
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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
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1500,1.0000,0.1500,0.2609,1.0000,0.1500,0.2609
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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
0.0375,1.0000,0.0375,0.0723,1.0000,0.0375,0.0723
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0375,1.0000,0.0375,0.0723,1.0000,0.0375,0.0723
0.0250,1.0000,0.0250,0.0488,1.0000,0.0250,0.0488
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0.1125,1.0000,0.1125,0.2022,1.0000,0.1125,0.2022
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
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
433 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
434 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
435 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
436 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
437 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
438 0.3250 1.0000 0.3250 0.4906 1.0000 0.3250 0.4906
439 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
440 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
441 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
442 0.3000 1.0000 0.3000 0.4615 1.0000 0.3000 0.4615
443 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
444 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
445 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
446 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
447 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
448 0.0250 1.0000 0.0250 0.0488 1.0000 0.0250 0.0488
449 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
450 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
451 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
452 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
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457 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
458 0.1500 1.0000 0.1500 0.2609 1.0000 0.1500 0.2609
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461 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
462 0.1750 1.0000 0.1750 0.2979 1.0000 0.1750 0.2979
463 0.0375 1.0000 0.0375 0.0723 1.0000 0.0375 0.0723
464 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
465 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
466 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
467 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
468 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
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479 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
480 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
481 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
482 0.1500 1.0000 0.1500 0.2609 1.0000 0.1500 0.2609
483 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
484 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
485 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
486 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
487 0.0375 1.0000 0.0375 0.0723 1.0000 0.0375 0.0723
488 0.0250 1.0000 0.0250 0.0488 1.0000 0.0250 0.0488
489 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
490 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
491 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
492 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
493 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
494 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
495 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
496 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
497 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
498 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
499 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
500 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
501 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
502 0.1125 1.0000 0.1125 0.2022 1.0000 0.1125 0.2022

70
reports/CertifiedUnlearning/RESNET34/forget_train.csv
View File

@@ -430,3 +430,73 @@ 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
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.5094,1.0000,0.5094,0.6749,1.0000,0.5094,0.6749
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0031,1.0000,0.0031,0.0062,1.0000,0.0031,0.0062
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.2969,1.0000,0.2969,0.4578,1.0000,0.2969,0.4578
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0156,1.0000,0.0156,0.0308,1.0000,0.0156,0.0308
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.2562,1.0000,0.2562,0.4080,1.0000,0.2562,0.4080
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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0.1469,1.0000,0.1469,0.2561,1.0000,0.1469,0.2561
0.0375,1.0000,0.0375,0.0723,1.0000,0.0375,0.0723
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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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
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0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.1031,1.0000,0.1031,0.1870,1.0000,0.1031,0.1870
0.0375,1.0000,0.0375,0.0723,1.0000,0.0375,0.0723
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0656,1.0000,0.0656,0.1232,1.0000,0.0656,0.1232
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
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
0.0875,1.0000,0.0875,0.1609,1.0000,0.0875,0.1609
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
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
433 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
434 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
435 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
436 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
437 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
438 0.5094 1.0000 0.5094 0.6749 1.0000 0.5094 0.6749
439 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
440 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
441 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
442 0.2969 1.0000 0.2969 0.4578 1.0000 0.2969 0.4578
443 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
444 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
445 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
446 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
447 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
448 0.0156 1.0000 0.0156 0.0308 1.0000 0.0156 0.0308
449 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
450 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
451 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
452 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
453 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
454 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
455 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
456 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
457 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
458 0.2562 1.0000 0.2562 0.4080 1.0000 0.2562 0.4080
459 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
460 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
461 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
462 0.1469 1.0000 0.1469 0.2561 1.0000 0.1469 0.2561
463 0.0375 1.0000 0.0375 0.0723 1.0000 0.0375 0.0723
464 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
465 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
466 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
467 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
468 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
469 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
470 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
471 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
472 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
473 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
474 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
475 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
476 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
477 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
478 0.0250 1.0000 0.0250 0.0488 1.0000 0.0250 0.0488
479 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
480 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
481 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
482 0.1031 1.0000 0.1031 0.1870 1.0000 0.1031 0.1870
483 0.0375 1.0000 0.0375 0.0723 1.0000 0.0375 0.0723
484 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
485 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
486 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
487 0.0656 1.0000 0.0656 0.1232 1.0000 0.0656 0.1232
488 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
489 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
490 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
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492 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
493 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
494 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
495 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
496 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
497 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
498 0.0094 1.0000 0.0094 0.0186 1.0000 0.0094 0.0186
499 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
500 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
501 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
502 0.0875 1.0000 0.0875 0.1609 1.0000 0.0875 0.1609

70
reports/CertifiedUnlearning/RESNET34/retain.csv
View File

@@ -430,3 +430,73 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal
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
0.9224,0.9298,0.9224,0.9229,0.9298,0.9224,0.9229
0.4855,0.8412,0.4855,0.4695,0.8412,0.4855,0.4695
0.9105,0.9286,0.9105,0.9140,0.9286,0.9105,0.9140
0.9428,0.9446,0.9428,0.9427,0.9446,0.9428,0.9427
0.8599,0.9066,0.8599,0.8687,0.9066,0.8599,0.8687
0.9382,0.9441,0.9382,0.9390,0.9441,0.9382,0.9390
0.8421,0.9053,0.8421,0.8560,0.9053,0.8421,0.8560
0.9395,0.9435,0.9395,0.9399,0.9435,0.9395,0.9399
0.5605,0.8519,0.5605,0.5714,0.8519,0.5605,0.5714
0.9421,0.9446,0.9421,0.9424,0.9446,0.9421,0.9424
0.4868,0.9257,0.4868,0.5641,0.9257,0.4868,0.5641
0.8454,0.8987,0.8454,0.8538,0.8987,0.8454,0.8538
0.8066,0.9109,0.8066,0.8308,0.9109,0.8066,0.8308
0.9191,0.9321,0.9191,0.9210,0.9321,0.9191,0.9210
0.9237,0.9358,0.9237,0.9260,0.9358,0.9237,0.9260
0.9401,0.9454,0.9401,0.9409,0.9454,0.9401,0.9409
0.9132,0.9232,0.9132,0.9139,0.9232,0.9132,0.9139
0.1789,0.7363,0.1789,0.2088,0.7363,0.1789,0.2088
0.0743,0.0111,0.0743,0.0181,0.0111,0.0743,0.0181
0.4007,0.7057,0.4007,0.3780,0.7057,0.4007,0.3780
0.8724,0.9280,0.8724,0.8870,0.9280,0.8724,0.8870
0.1743,0.5505,0.1743,0.1488,0.5505,0.1743,0.1488
0.9388,0.9437,0.9388,0.9398,0.9437,0.9388,0.9398
0.9447,0.9470,0.9447,0.9449,0.9470,0.9447,0.9449
0.8954,0.9243,0.8954,0.9019,0.9243,0.8954,0.9019
0.9388,0.9430,0.9388,0.9393,0.9430,0.9388,0.9393
0.8961,0.9162,0.8961,0.8995,0.9162,0.8961,0.8995
0.8559,0.9244,0.8559,0.8749,0.9244,0.8559,0.8749
0.7645,0.8747,0.7645,0.7787,0.8747,0.7645,0.7787
0.9441,0.9462,0.9441,0.9444,0.9462,0.9441,0.9444
0.9336,0.9395,0.9336,0.9340,0.9395,0.9336,0.9340
0.6783,0.8697,0.6783,0.7008,0.8697,0.6783,0.7008
0.8382,0.9077,0.8382,0.8484,0.9077,0.8382,0.8484
0.0526,0.0028,0.0526,0.0053,0.0028,0.0526,0.0053
0.9342,0.9393,0.9342,0.9345,0.9393,0.9342,0.9345
0.9368,0.9416,0.9368,0.9376,0.9416,0.9368,0.9376
0.9158,0.9388,0.9158,0.9207,0.9388,0.9158,0.9207
0.8533,0.9012,0.8533,0.8595,0.9012,0.8533,0.8595
0.1026,0.1456,0.1026,0.0392,0.1456,0.1026,0.0392
0.6928,0.8887,0.6928,0.7218,0.8887,0.6928,0.7218
0.9191,0.9270,0.9191,0.9197,0.9270,0.9191,0.9197
0.4316,0.8326,0.4316,0.4030,0.8326,0.4316,0.4030
0.9289,0.9391,0.9289,0.9310,0.9391,0.9289,0.9310
0.9454,0.9476,0.9454,0.9456,0.9476,0.9454,0.9456
0.9046,0.9221,0.9046,0.9073,0.9221,0.9046,0.9073
0.9322,0.9393,0.9322,0.9332,0.9393,0.9322,0.9332
0.8842,0.9196,0.8842,0.8916,0.9196,0.8842,0.8916
0.9072,0.9258,0.9072,0.9111,0.9258,0.9072,0.9111
0.1322,0.3672,0.1322,0.0844,0.3672,0.1322,0.0844
0.9447,0.9469,0.9447,0.9451,0.9469,0.9447,0.9451
0.9336,0.9384,0.9336,0.9339,0.9384,0.9336,0.9339
0.7941,0.8921,0.7941,0.8103,0.8921,0.7941,0.8103
0.9447,0.9477,0.9447,0.9449,0.9477,0.9447,0.9449
0.1329,0.2409,0.1329,0.0850,0.2409,0.1329,0.0850
0.9513,0.9546,0.9513,0.9519,0.9546,0.9513,0.9519
0.9408,0.9464,0.9408,0.9416,0.9464,0.9408,0.9416
0.8987,0.9157,0.8987,0.8994,0.9157,0.8987,0.8994
0.8987,0.9205,0.8987,0.9035,0.9205,0.8987,0.9035
0.0750,0.0175,0.0750,0.0233,0.0175,0.0750,0.0233
0.4493,0.7334,0.4493,0.4059,0.7334,0.4493,0.4059
0.9322,0.9380,0.9322,0.9327,0.9380,0.9322,0.9327
0.7204,0.8401,0.7204,0.7178,0.8401,0.7204,0.7178
0.9428,0.9486,0.9428,0.9439,0.9486,0.9428,0.9439
0.9401,0.9450,0.9401,0.9408,0.9450,0.9401,0.9408
0.5875,0.8750,0.5875,0.6154,0.8750,0.5875,0.6154
0.9336,0.9402,0.9336,0.9342,0.9402,0.9336,0.9342
0.8257,0.8913,0.8257,0.8352,0.8913,0.8257,0.8352
0.8987,0.9353,0.8987,0.9086,0.9353,0.8987,0.9086
0.8882,0.9162,0.8882,0.8931,0.9162,0.8882,0.8931
0.9388,0.9419,0.9388,0.9392,0.9419,0.9388,0.9392
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
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
433 0.9224 0.9298 0.9224 0.9229 0.9298 0.9224 0.9229
434 0.4855 0.8412 0.4855 0.4695 0.8412 0.4855 0.4695
435 0.9105 0.9286 0.9105 0.9140 0.9286 0.9105 0.9140
436 0.9428 0.9446 0.9428 0.9427 0.9446 0.9428 0.9427
437 0.8599 0.9066 0.8599 0.8687 0.9066 0.8599 0.8687
438 0.9382 0.9441 0.9382 0.9390 0.9441 0.9382 0.9390
439 0.8421 0.9053 0.8421 0.8560 0.9053 0.8421 0.8560
440 0.9395 0.9435 0.9395 0.9399 0.9435 0.9395 0.9399
441 0.5605 0.8519 0.5605 0.5714 0.8519 0.5605 0.5714
442 0.9421 0.9446 0.9421 0.9424 0.9446 0.9421 0.9424
443 0.4868 0.9257 0.4868 0.5641 0.9257 0.4868 0.5641
444 0.8454 0.8987 0.8454 0.8538 0.8987 0.8454 0.8538
445 0.8066 0.9109 0.8066 0.8308 0.9109 0.8066 0.8308
446 0.9191 0.9321 0.9191 0.9210 0.9321 0.9191 0.9210
447 0.9237 0.9358 0.9237 0.9260 0.9358 0.9237 0.9260
448 0.9401 0.9454 0.9401 0.9409 0.9454 0.9401 0.9409
449 0.9132 0.9232 0.9132 0.9139 0.9232 0.9132 0.9139
450 0.1789 0.7363 0.1789 0.2088 0.7363 0.1789 0.2088
451 0.0743 0.0111 0.0743 0.0181 0.0111 0.0743 0.0181
452 0.4007 0.7057 0.4007 0.3780 0.7057 0.4007 0.3780
453 0.8724 0.9280 0.8724 0.8870 0.9280 0.8724 0.8870
454 0.1743 0.5505 0.1743 0.1488 0.5505 0.1743 0.1488
455 0.9388 0.9437 0.9388 0.9398 0.9437 0.9388 0.9398
456 0.9447 0.9470 0.9447 0.9449 0.9470 0.9447 0.9449
457 0.8954 0.9243 0.8954 0.9019 0.9243 0.8954 0.9019
458 0.9388 0.9430 0.9388 0.9393 0.9430 0.9388 0.9393
459 0.8961 0.9162 0.8961 0.8995 0.9162 0.8961 0.8995
460 0.8559 0.9244 0.8559 0.8749 0.9244 0.8559 0.8749
461 0.7645 0.8747 0.7645 0.7787 0.8747 0.7645 0.7787
462 0.9441 0.9462 0.9441 0.9444 0.9462 0.9441 0.9444
463 0.9336 0.9395 0.9336 0.9340 0.9395 0.9336 0.9340
464 0.6783 0.8697 0.6783 0.7008 0.8697 0.6783 0.7008
465 0.8382 0.9077 0.8382 0.8484 0.9077 0.8382 0.8484
466 0.0526 0.0028 0.0526 0.0053 0.0028 0.0526 0.0053
467 0.9342 0.9393 0.9342 0.9345 0.9393 0.9342 0.9345
468 0.9368 0.9416 0.9368 0.9376 0.9416 0.9368 0.9376
469 0.9158 0.9388 0.9158 0.9207 0.9388 0.9158 0.9207
470 0.8533 0.9012 0.8533 0.8595 0.9012 0.8533 0.8595
471 0.1026 0.1456 0.1026 0.0392 0.1456 0.1026 0.0392
472 0.6928 0.8887 0.6928 0.7218 0.8887 0.6928 0.7218
473 0.9191 0.9270 0.9191 0.9197 0.9270 0.9191 0.9197
474 0.4316 0.8326 0.4316 0.4030 0.8326 0.4316 0.4030
475 0.9289 0.9391 0.9289 0.9310 0.9391 0.9289 0.9310
476 0.9454 0.9476 0.9454 0.9456 0.9476 0.9454 0.9456
477 0.9046 0.9221 0.9046 0.9073 0.9221 0.9046 0.9073
478 0.9322 0.9393 0.9322 0.9332 0.9393 0.9322 0.9332
479 0.8842 0.9196 0.8842 0.8916 0.9196 0.8842 0.8916
480 0.9072 0.9258 0.9072 0.9111 0.9258 0.9072 0.9111
481 0.1322 0.3672 0.1322 0.0844 0.3672 0.1322 0.0844
482 0.9447 0.9469 0.9447 0.9451 0.9469 0.9447 0.9451
483 0.9336 0.9384 0.9336 0.9339 0.9384 0.9336 0.9339
484 0.7941 0.8921 0.7941 0.8103 0.8921 0.7941 0.8103
485 0.9447 0.9477 0.9447 0.9449 0.9477 0.9447 0.9449
486 0.1329 0.2409 0.1329 0.0850 0.2409 0.1329 0.0850
487 0.9513 0.9546 0.9513 0.9519 0.9546 0.9513 0.9519
488 0.9408 0.9464 0.9408 0.9416 0.9464 0.9408 0.9416
489 0.8987 0.9157 0.8987 0.8994 0.9157 0.8987 0.8994
490 0.8987 0.9205 0.8987 0.9035 0.9205 0.8987 0.9035
491 0.0750 0.0175 0.0750 0.0233 0.0175 0.0750 0.0233
492 0.4493 0.7334 0.4493 0.4059 0.7334 0.4493 0.4059
493 0.9322 0.9380 0.9322 0.9327 0.9380 0.9322 0.9327
494 0.7204 0.8401 0.7204 0.7178 0.8401 0.7204 0.7178
495 0.9428 0.9486 0.9428 0.9439 0.9486 0.9428 0.9439
496 0.9401 0.9450 0.9401 0.9408 0.9450 0.9401 0.9408
497 0.5875 0.8750 0.5875 0.6154 0.8750 0.5875 0.6154
498 0.9336 0.9402 0.9336 0.9342 0.9402 0.9336 0.9342
499 0.8257 0.8913 0.8257 0.8352 0.8913 0.8257 0.8352
500 0.8987 0.9353 0.8987 0.9086 0.9353 0.8987 0.9086
501 0.8882 0.9162 0.8882 0.8931 0.9162 0.8882 0.8931
502 0.9388 0.9419 0.9388 0.9392 0.9419 0.9388 0.9392

70
reports/CertifiedUnlearning/attack_values.csv
View File

@@ -35,3 +35,73 @@ target_class, parameter_mia_accuracy, lookalike_accuracy, A-Dist, JS-Dist
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
12,0.500000,0.466667, 0.281250, 0.413517
13,0.500000,0.995833, 0.114583, 0.669439
14,0.500000,0.675000, 0.218750, 0.498983
15,0.500000,0.316667, 0.093750, 0.529322
16,0.500000,0.916667, 0.187500, 0.523973
17,0.500000,0.345833, 0.062500, 0.510469
18,0.506250,0.820833, 0.135417, 0.511134
19,0.500000,0.389583, 0.229167, 0.477538
0,0.500000,0.970833, 0.135417, 0.623213
1,0.500000,0.193750, 0.218750, 0.493351
2,0.500000,0.854167, 0.177083, 0.671919
3,0.500000,0.920833, 0.114583, 0.558905
4,0.500000,0.756250, 0.072917, 0.596233
5,0.500000,0.608333, 0.250000, 0.485097
6,0.500000,0.260417, 0.166667, 0.490399
7,0.500000,0.364583, 0.072917, 0.561459
8,0.500000,0.708333, 0.020833, 0.470800
9,0.500000,0.991667, 0.385417, 0.762109
10,0.500000,1.000000, 0.093750, 0.678853
11,0.500000,0.995833, 0.104167, 0.683396
12,0.500000,0.641667, 0.083333, 0.571319
13,0.500000,0.997917, 0.135417, 0.583894
14,0.500000,0.468750, 0.177083, 0.451983
15,0.500000,0.291667, 0.145833, 0.541368
16,0.500000,0.875000, 0.156250, 0.511462
17,0.500000,0.345833, 0.041667, 0.479962
18,0.500000,0.618750, 0.072917, 0.544584
19,0.500000,0.618750, 0.166667, 0.573180
0,0.500000,0.950000, 0.062500, 0.586028
1,0.500000,0.200000, 0.291667, 0.459955
2,0.500000,0.297917, 0.156250, 0.499117
3,0.500000,0.989583, 0.083333, 0.521307
4,0.500000,0.731250, 0.125000, 0.579185
5,0.500000,1.000000, 0.687500, 0.765466
6,0.500000,0.260417, 0.229167, 0.482433
7,0.500000,0.410417, 0.114583, 0.560566
8,0.500000,0.566667, 0.166667, 0.523542
9,0.500000,0.820833, 0.010417, 0.625328
10,0.500000,1.000000, 0.093750, 0.778510
11,0.500000,0.966667, 0.333333, 0.690986
12,0.500000,0.504167, 0.135417, 0.426680
13,0.500000,0.997917, 0.125000, 0.644118
14,0.500000,0.537500, 0.114583, 0.477172
15,0.500000,0.279167, 0.125000, 0.540951
16,0.500000,0.804167, 0.260417, 0.474340
17,0.500000,0.379167, 0.072917, 0.470821
18,0.500000,0.606250, 0.093750, 0.469626
19,0.500000,0.291667, 0.302083, 0.480096
0,0.500000,0.995833, 0.072917, 0.715035
1,0.500000,0.185417, 0.218750, 0.456389
2,0.500000,0.300000, 0.114583, 0.497263
3,0.500000,0.966667, 0.187500, 0.580753
4,0.500000,0.310417, 0.197917, 0.575135
5,0.500000,1.000000, 0.052083, 0.697449
6,0.500000,0.289583, 0.072917, 0.543144
7,0.500000,0.381250, 0.218750, 0.565703
8,0.500000,0.760417, 0.197917, 0.522653
9,0.500000,0.618750, 0.093750, 0.575952
10,0.500000,1.000000, 0.093750, 0.659746
11,0.500000,0.995833, 0.062500, 0.574689
12,0.500000,0.347917, 0.104167, 0.395158
13,0.500000,0.968750, 0.093750, 0.507495
14,0.500000,0.456250, 0.229167, 0.474004
15,0.500000,0.293750, 0.218750, 0.543328
16,0.500000,0.993750, 0.156250, 0.550782
17,0.500000,0.377083, 0.166667, 0.459667
18,0.600000,0.881250, 0.083333, 0.488006
19,0.500000,0.568750, 0.187500, 0.546058
0,0.500000,0.635417, 0.156250, 0.527750
1,0.500000,0.193750, 0.333333, 0.447474
1 target_class parameter_mia_accuracy lookalike_accuracy A-Dist JS-Dist
35 10 0.500000 1.000000 0.093750 0.712293
36 11 0.500000 0.939583 0.187500 0.511184
37 12 0.500000 0.466667 0.281250 0.413517
38 13 0.500000 0.995833 0.114583 0.669439
39 14 0.500000 0.675000 0.218750 0.498983
40 15 0.500000 0.316667 0.093750 0.529322
41 16 0.500000 0.916667 0.187500 0.523973
42 17 0.500000 0.345833 0.062500 0.510469
43 18 0.506250 0.820833 0.135417 0.511134
44 19 0.500000 0.389583 0.229167 0.477538
45 0 0.500000 0.970833 0.135417 0.623213
46 1 0.500000 0.193750 0.218750 0.493351
47 2 0.500000 0.854167 0.177083 0.671919
48 3 0.500000 0.920833 0.114583 0.558905
49 4 0.500000 0.756250 0.072917 0.596233
50 5 0.500000 0.608333 0.250000 0.485097
51 6 0.500000 0.260417 0.166667 0.490399
52 7 0.500000 0.364583 0.072917 0.561459
53 8 0.500000 0.708333 0.020833 0.470800
54 9 0.500000 0.991667 0.385417 0.762109
55 10 0.500000 1.000000 0.093750 0.678853
56 11 0.500000 0.995833 0.104167 0.683396
57 12 0.500000 0.641667 0.083333 0.571319
58 13 0.500000 0.997917 0.135417 0.583894
59 14 0.500000 0.468750 0.177083 0.451983
60 15 0.500000 0.291667 0.145833 0.541368
61 16 0.500000 0.875000 0.156250 0.511462
62 17 0.500000 0.345833 0.041667 0.479962
63 18 0.500000 0.618750 0.072917 0.544584
64 19 0.500000 0.618750 0.166667 0.573180
65 0 0.500000 0.950000 0.062500 0.586028
66 1 0.500000 0.200000 0.291667 0.459955
67 2 0.500000 0.297917 0.156250 0.499117
68 3 0.500000 0.989583 0.083333 0.521307
69 4 0.500000 0.731250 0.125000 0.579185
70 5 0.500000 1.000000 0.687500 0.765466
71 6 0.500000 0.260417 0.229167 0.482433
72 7 0.500000 0.410417 0.114583 0.560566
73 8 0.500000 0.566667 0.166667 0.523542
74 9 0.500000 0.820833 0.010417 0.625328
75 10 0.500000 1.000000 0.093750 0.778510
76 11 0.500000 0.966667 0.333333 0.690986
77 12 0.500000 0.504167 0.135417 0.426680
78 13 0.500000 0.997917 0.125000 0.644118
79 14 0.500000 0.537500 0.114583 0.477172
80 15 0.500000 0.279167 0.125000 0.540951
81 16 0.500000 0.804167 0.260417 0.474340
82 17 0.500000 0.379167 0.072917 0.470821
83 18 0.500000 0.606250 0.093750 0.469626
84 19 0.500000 0.291667 0.302083 0.480096
85 0 0.500000 0.995833 0.072917 0.715035
86 1 0.500000 0.185417 0.218750 0.456389
87 2 0.500000 0.300000 0.114583 0.497263
88 3 0.500000 0.966667 0.187500 0.580753
89 4 0.500000 0.310417 0.197917 0.575135
90 5 0.500000 1.000000 0.052083 0.697449
91 6 0.500000 0.289583 0.072917 0.543144
92 7 0.500000 0.381250 0.218750 0.565703
93 8 0.500000 0.760417 0.197917 0.522653
94 9 0.500000 0.618750 0.093750 0.575952
95 10 0.500000 1.000000 0.093750 0.659746
96 11 0.500000 0.995833 0.062500 0.574689
97 12 0.500000 0.347917 0.104167 0.395158
98 13 0.500000 0.968750 0.093750 0.507495
99 14 0.500000 0.456250 0.229167 0.474004
100 15 0.500000 0.293750 0.218750 0.543328
101 16 0.500000 0.993750 0.156250 0.550782
102 17 0.500000 0.377083 0.166667 0.459667
103 18 0.600000 0.881250 0.083333 0.488006
104 19 0.500000 0.568750 0.187500 0.546058
105 0 0.500000 0.635417 0.156250 0.527750
106 1 0.500000 0.193750 0.333333 0.447474
107