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ResearchFormerly WizWand

Black-box Adversarial Attack on CtrSVDD

98.8ASRMARS
74.089680.504886.9293.3352May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
MARSDetector=AASIST2, SSL Model=WavLM-L2026.0598.8
MARSDetector=SLS, SSL Model=Unispeech-L2026.0597.59
MARSDetector=MultiConv, SSL Model=Hubert-S2026.0595.48
MARSDetector=SLS, SSL Model=WavLM-L2026.0595.42
MARSDetector=AASIST2, SSL Model=WavLM-B2026.0595.18
MARSDetector=SLS, SSL Model=Hubert-S2026.0595.18
MARSDetector=MultiConv, SSL Model=Unispeech-B2026.0594.75
MARSDetector=SLS, SSL Model=Unispeech-B2026.0593.63
DI-FGSMDetector=AASIST2, SSL Model=WavLM-L2026.0593.43
MARSDetector=MultiConv, SSL Model=WavLM-B2026.0593.37
C&WDetector=AASIST2, SSL Model=WavLM-B2026.0593.33
VMI-FGSMDetector=AASIST2, SSL Model=WavLM-L2026.0593.27
C&WDetector=MultiConv, SSL Model=Hubert-S2026.0592.96
MARSDetector=AASIST2, SSL Model=Wav2vec-X2026.0592.77
C&WDetector=SLS, SSL Model=Hubert-S2026.0592.71
MARSDetector=AASIST2, SSL Model=Unispeech-L2026.0592.17
MARSDetector=SLS, SSL Model=WavLM-B2026.0592.17
MARSDetector=MultiConv, SSL Model=WavLM-L2026.0592.17
MARSDetector=MultiConv, SSL Model=Unispeech-L2026.0592.05
C&WDetector=MultiConv, SSL Model=WavLM-B2026.0591.88
JointDetector=MultiConv, SSL Model=Hubert-S2026.0591.67
C&WDetector=MultiConv, SSL Model=Unispeech-B2026.0591.46
MARSDetector=AASIST2, SSL Model=Unispeech-B2026.0591.19
MARSDetector=AASIST2, SSL Model=Hubert-S2026.0591.07
DI-FGSMDetector=AASIST2, SSL Model=WavLM-B2026.0590.96
C&WDetector=AASIST2, SSL Model=Hubert-S2026.0590.42
MARSDetector=MultiConv, SSL Model=Wav2vec-B2026.0590.36
MARSDetector=AASIST2, SSL Model=Wav2vec-B2026.0590.35
C&WDetector=AASIST2, SSL Model=Unispeech-B2026.0590.28
VMI-FGSMDetector=MultiConv, SSL Model=Wav2vec-B2026.0589.81
C&WDetector=SLS, SSL Model=Unispeech-B2026.0589.79
DI-FGSMDetector=AASIST2, SSL Model=Unispeech-B2026.0589.54
VMI-FGSMDetector=AASIST2, SSL Model=Wav2vec-X2026.0588.73
VMI-FGSMDetector=SLS, SSL Model=Unispeech-B2026.0588.57
TI-FGSMDetector=AASIST2, SSL Model=Hubert-S2026.0588.29
C&WDetector=AASIST2, SSL Model=Wav2vec-X2026.0587.92
VMI-FGSMDetector=AASIST2, SSL Model=Hubert-S2026.0587.5
C&WDetector=SLS, SSL Model=WavLM-B2026.0587.08
MARSDetector=SLS, SSL Model=Wav2vec-X2026.0585.9
TI-FGSMDetector=AASIST2, SSL Model=Unispeech-B2026.0585.84
VMI-FGSMDetector=AASIST2, SSL Model=WavLM-B2026.0585.58
VMI-FGSMDetector=AASIST2, SSL Model=Unispeech-B2026.0585.58
DI-FGSMDetector=MultiConv, SSL Model=Wav2vec-B2026.0585.51
C&WDetector=MultiConv, SSL Model=Wav2vec-B2026.0585.42
AWTDetector=AASIST2, SSL Model=WavLM-B2026.0585.38
DI-FGSMDetector=AASIST2, SSL Model=Hubert-S2026.0585.25
DI-FGSMDetector=SLS, SSL Model=Unispeech-B2026.0585.17
VMI-FGSMDetector=AASIST2, SSL Model=Wav2vec-B2026.0584.15
DI-FGSMDetector=AASIST2, SSL Model=Wav2vec-X2026.0583.93
TI-FGSMDetector=AASIST2, SSL Model=WavLM-B2026.0583.59
C&WDetector=AASIST2, SSL Model=Wav2vec-B2026.0583.48
C&WDetector=SLS, SSL Model=Unispeech-L2026.0582.92
VMI-FGSMDetector=AASIST2, SSL Model=Unispeech-L2026.0582.88
AWTDetector=AASIST2, SSL Model=Wav2vec-X2026.0582.63
JointDetector=AASIST2, SSL Model=WavLM-B2026.0582.28
MARSDetector=AASIST2, SSL Model=Hubert-L2026.0581.7
TI-FGSMDetector=AASIST2, SSL Model=Unispeech-L2026.0581.57
DI-FGSMDetector=AASIST2, SSL Model=Wav2vec-B2026.0581.29
DI-FGSMDetector=AASIST2, SSL Model=Unispeech-L2026.0580.83
MARSDetector=MultiConv, SSL Model=Wav2vec-X2026.0580.83
SI-NI-FGSMDetector=AASIST2, SSL Model=WavLM-B2026.0580.77
VMI-FGSMDetector=MultiConv, SSL Model=Unispeech-B2026.0580.77
MI-FGSMDetector=AASIST2, SSL Model=WavLM-B2026.0580.72
SI-NI-FGSMDetector=AASIST2, SSL Model=Unispeech-B2026.0580.7
SI-NI-FGSMDetector=AASIST2, SSL Model=WavLM-L2026.0580.63
JointDetector=AASIST2, SSL Model=WavLM-L2026.0580.6
MARSDetector=SLS, SSL Model=Hubert-L2026.0580.48
TI-FGSMDetector=SLS, SSL Model=Unispeech-B2026.0580.21
C&WDetector=AASIST2, SSL Model=WavLM-L2026.0580.01
VMI-FGSMDetector=SLS, SSL Model=Unispeech-L2026.0579.95
VMI-FGSMDetector=MultiConv, SSL Model=Hubert-S2026.0579.85
JointDetector=AASIST2, SSL Model=Unispeech-L2026.0579.75
AWTDetector=AASIST2, SSL Model=Wav2vec-B2026.0578.5
VMI-FGSMDetector=MultiConv, SSL Model=WavLM-B2026.0578.46
AWTDetector=MultiConv, SSL Model=Hubert-S2026.0578.1
MI-FGSMDetector=AASIST2, SSL Model=Unispeech-B2026.0577.71
JointDetector=SLS, SSL Model=WavLM-B2026.0577.56
JointDetector=AASIST2, SSL Model=Unispeech-B2026.0577.39
MARSDetector=SLS, SSL Model=Wav2vec-B2026.0577.23
VMI-FGSMDetector=SLS, SSL Model=Hubert-S2026.0576.63
SI-NI-FGSMDetector=MultiConv, SSL Model=Hubert-S2026.0576.57
JointDetector=MultiConv, SSL Model=Unispeech-B2026.0576.37
AWTDetector=AASIST2, SSL Model=Unispeech-B2026.0576.35
AWTDetector=SLS, SSL Model=Unispeech-B2026.0576.35
AWTDetector=MultiConv, SSL Model=Unispeech-B2026.0576.34
SI-NI-FGSMDetector=AASIST2, SSL Model=Hubert-S2026.0576.29
DI-FGSMDetector=AASIST2, SSL Model=Hubert-L2026.0576.14
VMI-FGSMDetector=MultiConv, SSL Model=WavLM-L2026.0576.03
AWTDetector=AASIST2, SSL Model=WavLM-L2026.0575.94
SI-NI-FGSMDetector=AASIST2, SSL Model=Wav2vec-X2026.0575.94
JointDetector=MultiConv, SSL Model=WavLM-B2026.0575.74
TI-FGSMDetector=AASIST2, SSL Model=Hubert-L2026.0575.69
TI-FGSMDetector=MultiConv, SSL Model=Wav2vec-B2026.0575.67
TI-FGSMDetector=SLS, SSL Model=Hubert-S2026.0575.47
AWTDetector=SLS, SSL Model=WavLM-B2026.0575.38
SI-NI-FGSMDetector=SLS, SSL Model=Unispeech-B2026.0575.32
TI-FGSMDetector=AASIST2, SSL Model=Wav2vec-B2026.0575.23
VMI-FGSMDetector=AASIST2, SSL Model=Hubert-L2026.0575.19
TI-FGSMDetector=SLS, SSL Model=WavLM-B2026.0575.16
MI-FGSMDetector=MultiConv, SSL Model=Wav2vec-B2026.0575.04