MultimodalUnlearningEvalBenchmark / outputs /multimodal_results.json
neurips26's picture
Create multimodal_results.json
1e43d4b verified
[
{
"dataset": "mllmu_bench",
"method": "gradient_ascent",
"seed": 42,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.38,
"AD": 121.4375,
"JS": 0.020694755017757416,
"retrained_distance": 0.054101329099585885
},
{
"dataset": "mllmu_bench",
"method": "random_labels",
"seed": 42,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.48,
"AD": 17.359375,
"JS": 0.020589444786310196,
"retrained_distance": 0.05449941458478982
},
{
"dataset": "mllmu_bench",
"method": "finetune_retain",
"seed": 42,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.52,
"AD": 26.28125,
"JS": 0.0030627897940576077,
"retrained_distance": 0.06158890422865831
},
{
"dataset": "mllmu_bench",
"method": "salun",
"seed": 42,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.5,
"AD": 66.4375,
"JS": 0.020032482221722603,
"retrained_distance": 0.36543477129047086
},
{
"dataset": "mllmu_bench",
"method": "gradient_ascent",
"seed": 123,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.36,
"AD": 122.9375,
"JS": 0.0186013150960207,
"retrained_distance": 0.054169258692783766
},
{
"dataset": "mllmu_bench",
"method": "random_labels",
"seed": 123,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.48,
"AD": 16.921875,
"JS": 0.013238200917840004,
"retrained_distance": 0.05452197085565186
},
{
"dataset": "mllmu_bench",
"method": "finetune_retain",
"seed": 123,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.52,
"AD": 26.046875,
"JS": 0.0024794333148747683,
"retrained_distance": 0.06135254610556265
},
{
"dataset": "mllmu_bench",
"method": "salun",
"seed": 123,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.46,
"AD": 65.25,
"JS": 0.009408408775925636,
"retrained_distance": 0.36539745649141064
},
{
"dataset": "mllmu_bench",
"method": "gradient_ascent",
"seed": 5508,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.32,
"AD": 114.875,
"JS": 0.02498531900346279,
"retrained_distance": 0.05395285986727498
},
{
"dataset": "mllmu_bench",
"method": "random_labels",
"seed": 5508,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.48,
"AD": 17.140625,
"JS": 0.016590027138590813,
"retrained_distance": 0.05451001902325268
},
{
"dataset": "mllmu_bench",
"method": "finetune_retain",
"seed": 5508,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.54,
"AD": 25.65625,
"JS": 0.003054106840863824,
"retrained_distance": 0.06148387016951489
},
{
"dataset": "mllmu_bench",
"method": "salun",
"seed": 5508,
"FA": 0.0,
"RA": 0.02,
"MIA": 0.48,
"AD": 63.6875,
"JS": 0.02592783421278,
"retrained_distance": 0.36567102614138447
},
{
"dataset": "unlok_vqa",
"method": "gradient_ascent",
"seed": 42,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 187.75,
"JS": 0.17535825073719025,
"retrained_distance": 0.017629818067222174
},
{
"dataset": "unlok_vqa",
"method": "random_labels",
"seed": 42,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 77.625,
"JS": 0.09483079612255096,
"retrained_distance": 0.020989004234418025
},
{
"dataset": "unlok_vqa",
"method": "finetune_retain",
"seed": 42,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 123.5,
"JS": 0.4143581986427307,
"retrained_distance": 0.05012956745476628
},
{
"dataset": "unlok_vqa",
"method": "salun",
"seed": 42,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 63.8125,
"JS": 0.09637067466974258,
"retrained_distance": 0.35121064181705425
},
{
"dataset": "unlok_vqa",
"method": "gradient_ascent",
"seed": 123,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 187.125,
"JS": 0.3817932903766632,
"retrained_distance": 0.017658556049988085
},
{
"dataset": "unlok_vqa",
"method": "random_labels",
"seed": 123,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 76.6875,
"JS": 0.0985972210764885,
"retrained_distance": 0.020488791629109483
},
{
"dataset": "unlok_vqa",
"method": "finetune_retain",
"seed": 123,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 123.3125,
"JS": 0.4184647798538208,
"retrained_distance": 0.04977431266807006
},
{
"dataset": "unlok_vqa",
"method": "salun",
"seed": 123,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 68.125,
"JS": 0.17948071658611298,
"retrained_distance": 0.35111414344765207
},
{
"dataset": "unlok_vqa",
"method": "gradient_ascent",
"seed": 5508,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 188.25,
"JS": 0.1585453450679779,
"retrained_distance": 0.01772268306511981
},
{
"dataset": "unlok_vqa",
"method": "random_labels",
"seed": 5508,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 76.4375,
"JS": 0.09221617132425308,
"retrained_distance": 0.020616961306931785
},
{
"dataset": "unlok_vqa",
"method": "finetune_retain",
"seed": 5508,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 123.5,
"JS": 0.4182051420211792,
"retrained_distance": 0.04993581704616986
},
{
"dataset": "unlok_vqa",
"method": "salun",
"seed": 5508,
"FA": 1.0,
"RA": 1.0,
"MIA": 0.0,
"AD": 67.0,
"JS": 0.09717198461294174,
"retrained_distance": 0.3511836051076486
},
{
"dataset": "mmubench",
"method": "gradient_ascent",
"seed": 42,
"FA": 0.8666666666666667,
"RA": 0.84,
"MIA": 0.4666666666666667,
"AD": 9.328125,
"JS": 0.00018901056319009513,
"retrained_distance": 0.017603764716968024
},
{
"dataset": "mmubench",
"method": "random_labels",
"seed": 42,
"FA": 0.8333333333333334,
"RA": 0.86,
"MIA": 0.5333333333333333,
"AD": 29.921875,
"JS": 0.0025703897699713707,
"retrained_distance": 0.02163752435035935
},
{
"dataset": "mmubench",
"method": "finetune_retain",
"seed": 42,
"FA": 0.8666666666666667,
"RA": 0.72,
"MIA": 0.5333333333333333,
"AD": 112.5,
"JS": 0.05320321395993233,
"retrained_distance": 0.04310239544807218
},
{
"dataset": "mmubench",
"method": "salun",
"seed": 42,
"FA": 0.8666666666666667,
"RA": 0.82,
"MIA": 0.4666666666666667,
"AD": 22.71875,
"JS": 0.006400706246495247,
"retrained_distance": 0.35257352271818765
},
{
"dataset": "mmubench",
"method": "gradient_ascent",
"seed": 123,
"FA": 0.8666666666666667,
"RA": 0.84,
"MIA": 0.4666666666666667,
"AD": 3.77734375,
"JS": 9.903051977744326e-05,
"retrained_distance": 0.017637450324326863
},
{
"dataset": "mmubench",
"method": "random_labels",
"seed": 123,
"FA": 0.8333333333333334,
"RA": 0.86,
"MIA": 0.5333333333333333,
"AD": 30.3125,
"JS": 0.0025629897136241198,
"retrained_distance": 0.021634682315756767
},
{
"dataset": "mmubench",
"method": "finetune_retain",
"seed": 123,
"FA": 0.8333333333333334,
"RA": 0.72,
"MIA": 0.4666666666666667,
"AD": 110.8125,
"JS": 0.053303711116313934,
"retrained_distance": 0.04293980172442523
},
{
"dataset": "mmubench",
"method": "salun",
"seed": 123,
"FA": 0.8666666666666667,
"RA": 0.74,
"MIA": 0.4666666666666667,
"AD": 21.46875,
"JS": 0.004214973654597998,
"retrained_distance": 0.3526326172040093
},
{
"dataset": "mmubench",
"method": "gradient_ascent",
"seed": 5508,
"FA": 0.8666666666666667,
"RA": 0.84,
"MIA": 0.4666666666666667,
"AD": 9.9296875,
"JS": 0.00020789426343981177,
"retrained_distance": 0.017592867411858306
},
{
"dataset": "mmubench",
"method": "random_labels",
"seed": 5508,
"FA": 0.8333333333333334,
"RA": 0.86,
"MIA": 0.5333333333333333,
"AD": 30.203125,
"JS": 0.002564433729276061,
"retrained_distance": 0.02170130522736446
},
{
"dataset": "mmubench",
"method": "finetune_retain",
"seed": 5508,
"FA": 0.8666666666666667,
"RA": 0.72,
"MIA": 0.5333333333333333,
"AD": 112.3125,
"JS": 0.0507919117808342,
"retrained_distance": 0.0432194325829381
},
{
"dataset": "mmubench",
"method": "salun",
"seed": 5508,
"FA": 0.8666666666666667,
"RA": 0.78,
"MIA": 0.5333333333333333,
"AD": 21.484375,
"JS": 0.0032071389723569155,
"retrained_distance": 0.352784326708229
}
]