Adversarial Transfer Attack on Traffic
-146Degradation % (MSE)BO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BOSurrogate Model=TimesNet2026.02 | -146 | -128 | |
| BOSurrogate Model=FreTS2026.02 | -134 | -119 | |
| BOSurrogate Model=iTransformer2026.02 | -123 | -112 | |
| ADJMSurrogate Model=TimesNet2026.02 | -120 | -74 | |
| ADJMSurrogate Model=iTransformer2026.02 | -106 | -83 | |
| PGDSurrogate Model=TimesNet2026.02 | -96 | -86 | |
| BOSurrogate Model=Average2026.02 | -95 | -76 | |
| ATSGSurrogate Model=TimesNet2026.02 | -81 | -44 | |
| TCASurrogate Model=TimesNet2026.02 | -81 | -44 | |
| FGSMSurrogate Model=TimesNet2026.02 | -69 | -46 | |
| BIMSurrogate Model=TimesNet2026.02 | -69 | -46 | |
| MI-FGSMSurrogate Model=TimesNet2026.02 | -69 | -46 | |
| ADJMSurrogate Model=FreTS2026.02 | -63 | -7 | |
| ADJMSurrogate Model=Average2026.02 | -52 | 9 | |
| PGDSurrogate Model=iTransformer2026.02 | -39 | -31 | |
| ATSGSurrogate Model=iTransformer2026.02 | -11 | 55 | |
| TCASurrogate Model=iTransformer2026.02 | -11 | 55 | |
| FGSMSurrogate Model=iTransformer2026.02 | -2 | 16 | |
| BIMSurrogate Model=iTransformer2026.02 | -2 | 16 | |
| MI-FGSMSurrogate Model=iTransformer2026.02 | -2 | 16 | |
| PGDSurrogate Model=FreTS2026.02 | 6 | 59 | |
| PGDSurrogate Model=Average2026.02 | 12 | 40 | |
| BOSurrogate Model=SegRNN2026.02 | 24 | 56 | |
| MI-TGAMSurrogate Model=TimesNet2026.02 | 39 | 142 | |
| ATSGSurrogate Model=Average2026.02 | 45 | 141 | |
| TCASurrogate Model=Average2026.02 | 45 | 141 | |
| FGSMSurrogate Model=Average2026.02 | 58 | 104 | |
| BIMSurrogate Model=Average2026.02 | 58 | 104 | |
| MI-FGSMSurrogate Model=Average2026.02 | 58 | 104 | |
| ATSGSurrogate Model=FreTS2026.02 | 60 | 196 | |
| TCASurrogate Model=FreTS2026.02 | 60 | 196 | |
| FGSMSurrogate Model=FreTS2026.02 | 64 | 148 | |
| BIMSurrogate Model=FreTS2026.02 | 64 | 148 | |
| MI-FGSMSurrogate Model=FreTS2026.02 | 64 | 148 | |
| ADJMSurrogate Model=SegRNN2026.02 | 82 | 202 | |
| MI-TGAMSurrogate Model=iTransformer2026.02 | 153 | 203 | |
| PGDSurrogate Model=SegRNN2026.02 | 176 | 218 | |
| MI-TGAMSurrogate Model=Average2026.02 | 209 | 320 | |
| ATSGSurrogate Model=SegRNN2026.02 | 214 | 357 | |
| TCASurrogate Model=SegRNN2026.02 | 214 | 357 | |
| MI-TGAMSurrogate Model=FreTS2026.02 | 221 | 399 | |
| FGSMSurrogate Model=SegRNN2026.02 | 237 | 300 | |
| BIMSurrogate Model=SegRNN2026.02 | 237 | 300 | |
| MI-FGSMSurrogate Model=SegRNN2026.02 | 237 | 300 | |
| MI-TGAMSurrogate Model=SegRNN2026.02 | 421 | 537 |