Adversarial Transfer Attack on ETT
0.0031MSE Degradation (%)ADJM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ADJMSurrogate Model=iTransformer2026.02 | 0.0031 | 0.0023 | |
| ADJMSurrogate Model=TimesNet2026.02 | 0.0068 | 0.0081 | |
| BOSurrogate Model=iTransformer2026.02 | 0.0072 | 0.0089 | |
| BOSurrogate Model=FreTS2026.02 | 0.0088 | 0.0144 | |
| BOSurrogate Model=Average2026.02 | 0.0095 | 0.0138 | |
| ADJMSurrogate Model=Average2026.02 | 0.0096 | 0.0124 | |
| BOSurrogate Model=TimesNet2026.02 | 0.01 | 0.0147 | |
| ADJMSurrogate Model=SegRNN2026.02 | 0.0104 | 0.0174 | |
| BOSurrogate Model=SegRNN2026.02 | 0.0119 | 0.0172 | |
| ADJMSurrogate Model=FreTS2026.02 | 0.018 | 0.022 | |
| PGDSurrogate Model=TimesNet2026.02 | 0.0191 | 0.0135 | |
| PGDSurrogate Model=iTransformer2026.02 | 0.0202 | 0.0108 | |
| TCASurrogate Model=TimesNet2026.02 | 0.0213 | 0.0163 | |
| TCASurrogate Model=iTransformer2026.02 | 0.0235 | 0.0158 | |
| ATSGSurrogate Model=iTransformer2026.02 | 0.025 | 0.0165 | |
| ATSGSurrogate Model=TimesNet2026.02 | 0.0257 | 0.0199 | |
| BIMSurrogate Model=TimesNet2026.02 | 0.0258 | 0.0177 | |
| BIMSurrogate Model=iTransformer2026.02 | 0.027 | 0.0146 | |
| FGSMSurrogate Model=TimesNet2026.02 | 0.0271 | 0.0192 | |
| MI-FGSMSurrogate Model=TimesNet2026.02 | 0.0272 | 0.0192 | |
| FGSMSurrogate Model=iTransformer2026.02 | 0.0277 | 0.0157 | |
| MI-FGSMSurrogate Model=iTransformer2026.02 | 0.0283 | 0.0156 | |
| PGDSurrogate Model=Average2026.02 | 0.031 | 0.0226 | |
| TCASurrogate Model=Average2026.02 | 0.0359 | 0.029 | |
| MI-TGAMSurrogate Model=TimesNet2026.02 | 0.0403 | 0.0301 | |
| ATSGSurrogate Model=Average2026.02 | 0.0404 | 0.0323 | |
| PGDSurrogate Model=FreTS2026.02 | 0.0417 | 0.033 | |
| BIMSurrogate Model=Average2026.02 | 0.0421 | 0.0302 | |
| FGSMSurrogate Model=Average2026.02 | 0.0428 | 0.0309 | |
| PGDSurrogate Model=SegRNN2026.02 | 0.043 | 0.0331 | |
| MI-FGSMSurrogate Model=Average2026.02 | 0.0431 | 0.0311 | |
| MI-TGAMSurrogate Model=iTransformer2026.02 | 0.0473 | 0.0297 | |
| TCASurrogate Model=SegRNN2026.02 | 0.0481 | 0.0407 | |
| TCASurrogate Model=FreTS2026.02 | 0.0506 | 0.0431 | |
| ATSGSurrogate Model=FreTS2026.02 | 0.0547 | 0.0466 | |
| ATSGSurrogate Model=SegRNN2026.02 | 0.056 | 0.0464 | |
| FGSMSurrogate Model=FreTS2026.02 | 0.0575 | 0.0448 | |
| BIMSurrogate Model=FreTS2026.02 | 0.0575 | 0.0447 | |
| MI-FGSMSurrogate Model=FreTS2026.02 | 0.0575 | 0.0447 | |
| BIMSurrogate Model=SegRNN2026.02 | 0.0583 | 0.0436 | |
| FGSMSurrogate Model=SegRNN2026.02 | 0.0588 | 0.044 | |
| MI-FGSMSurrogate Model=SegRNN2026.02 | 0.0595 | 0.0447 | |
| MI-TGAMSurrogate Model=Average2026.02 | 0.0648 | 0.0486 | |
| MI-TGAMSurrogate Model=FreTS2026.02 | 0.0814 | 0.0631 | |
| MI-TGAMSurrogate Model=SegRNN2026.02 | 0.0903 | 0.0717 |