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DatasetMethodTarget ModelPA-ACC (%) 85.01±2.90ASR (%)NfipTarget ModelPA-ACC (%ASR (%)Nfip
CIPAIII184.31±3.10 VGG98.711298.74±830.36
100.0 97.31507.51±86.54 246.70±8.1977.79±23.3551.6599.40±19.53
ResNet 8-bit88.07±0.84 87.56±2.22 98.79.91±2.338-bit 89.83±3.9296.714.53±3.74
T-BFA FSA ACC:88.38±2.2898.9185.51±54.9388.80±2.86 ACC:96.8253.92±122.06
GDA 92.16%86.73±3.5099.826.83±12.5085.51±2.88100.0
TA-LBF88.20±2.64100.05.57±1.5893.20% 86.06±3.17100.021.54±6.79 7.40±2.72
FT84.37±2.94100.0392.48±47.26VGG83.31±3.76 94.52270.52±324.69
TBTResNet 4-bit87.79±1.86 96.0118.20±15.034-bit83.90±2.6362.4
T-BFA86.46±2.80 97.98.80±2.01ACC:88.74±4.52 96.2266.40±18.70 11.23±2.36
FSA87.73±2.36 ACC:98.476.83±25.2787.58±3.0697.575.03±29.75
GDA86.25±3.5999.814.08±7.9485.08±2.82100.010.31±3.77
TA-LBF91.90% 87.82±2.60100.05.25±1.0992.61%85.91±3.29 100.06.26±2.37
aeegee59.33±0.93100.0277424.29±12136.34VGG62.08±2.33100.0 1729685.22±137539.54
FT ResNet TBT 8-bit69.18±0.0399.9577.40±19.428-bit72.99±0.02 99.24115.26±191.25
T-BFA68.71±0.3679.324.57±20.0373.09±0.1284.5363.78±153.28
FSA ACC:69.27±0.1599.7441.21±119.4573.28±0.03100.01030.03±260.30
GDA 69.50%69.26±0.22100.018.54±6.14ACC: 73.29±0.02100.0
TA-LBF69.41±0.08100.07.37±2.1873.31% 73.28±0.03100.0197.05±49.85
FT15.65±4.52 100.0135854.50±21399.94VGG17.76±1.71100.069.89±18.42 1900751.70±37329.44
TBTResNet99.8271.24±15.984-bit71.18±0.03100.03231.00±345.68
T-BFA4-bit66.36±0.0771.49±0.15
FSA65.86±0.4280.424.79±19.0271.69±0.0984.3350.33±158.57
ACC:66.44±0.2199.9157.53±33.66ACC:100.0441.32±111.26
GDA66.77%66.54±0.22100.011.45±3.8271.76%71.73±0.03100.0107.18±28.70
TA-LBF66.69±0.07100.07.96±2.5071.73±0.03100.069.72±18.84
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DefenseDatasetMethodACC(%PA-ACC ASR Nflip â–³Nfip(% (%
PrreerreseeceeecsCIFAIIIOFTTBTT-BFAFSAGDATA-LBF91.0184.06±3.56 99.5 1893.55±68.98 386.04
87.05±1.69 52.3 254.20±10.22 7.50
85.82±1.89 98.6 45.51±9.47 35.6086.61±2.51 98.6 246.11±75.36 60.6084.12±4.77 100.0 52.76±16.29 25.93
87.30±2.74 100.0 18.93±7.11 13.36
1aeeeeeFTTBTT-BFAFSAGDATA-LBF63.6243.44±2.07 92.2 762267.56±52179.46 484843.2763.07±0.04 81.8 1184.14±30.30 606.74
62.82±0.27 90.1 273.56±191.29 248.99
ereereereterCI-AIIITFTTBTT-BFAFSAGDATA-LBF94.2986.46±2.84 100.0 2753.43±188.27 1245.92
89.72±2.99 89.5 366.90±12.09 120.20
91.16±1.42 98.7 17.91±4.64 8.0090.70±2.37 98.5 271.27±65.18 85.76
89.83±3.02 100.0 48.96±21.03 22.1390.96±2.63 100.0 8.79±2.44 3.22
JeageeFTTBTT-BFAFSAGDATA-LBF71.3563.51±1.29 100.0 507456.61±34517.04 230032.32
71.12±0.04 99.9 1138.34±44.23 560.94
70.84±0.30 88.9 40.23±27.29 15.66
71.30±0.04 100.0 449.70±106.42 8.49
71.30±0.05 100.0 20.01±6.04 1.47
71.30±0.04 100.0 8.48±2.52 1.11
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Clustering CoefficientMethodACC (%)PA-ACC (%） 84.28±3.49ASR (%）Nflip△Nfip
0.0005FT TBT T-BFA FSA GDA TA-LBF91.4287.97±1.75 86.20±1.96 87.17±2.44 85.28±4.16 87.92±2.54100.0 66.1 98.5 98.5 100.0 100.01868.26±72.48 250.30±10.97 30.95±6.50 222.70±56.52 41.33±12.84 13.47±5.34360.75 3.60 21.04 37.19 14.50 7.90
0.005FT TBT T-BFA FSA GDA TA-LBF88.0381.08±3.61 82.96±2.18 80.80±2.64 83.10±2.75 79.23±6.25 83.63±3.4797.9 12.7 98.1 98.4 99.9 100.01774.69±51.47 246.80±16.06 61.72±12.17 231.66±89.21 64.87±22.78 25.52±11.59267.18 0.10 51.81 46.15 38.04 19.95
0.01FT TBT T-BFA FSA GDA TA-LBF85.6578.73±3.54 79.86±2.04 76.67±3.41 80.45±3.14 75.33±7.83 80.51±4.3998.3 10.1 98.1 98.0 99.7 100.01748.54±46.19 236.50±10.93 55.49±11.77 220.28±101.01 59.17±23.63 24.60±13.03241.03 -10.20 45.58 34.77 32.34 19.03
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