Adversarial Transfer Attack on ECL
-0.13MSE Degradation (%)BO
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BOSurrogate Model=FreTS2026.02 | -0.13 | 0.01 | |
| BOSurrogate Model=iTransformer2026.02 | -0.12 | 0.01 | |
| BOSurrogate Model=SegRNN2026.02 | -0.06 | 0.08 | |
| BOSurrogate Model=Average2026.02 | 0.05 | 0.18 | |
| ADJMSurrogate Model=iTransformer2026.02 | 0.27 | 0.5 | |
| TCASurrogate Model=iTransformer2026.02 | 0.49 | 0.59 | |
| BOSurrogate Model=TimesNet2026.02 | 0.53 | 0.63 | |
| PGDSurrogate Model=iTransformer2026.02 | 0.57 | 0.52 | |
| BIMSurrogate Model=iTransformer2026.02 | 0.63 | 0.5 | |
| ADJMSurrogate Model=TimesNet2026.02 | 1.23 | 1.42 | |
| ADJMSurrogate Model=Average2026.02 | 1.26 | 1.84 | |
| MI-FGSMSurrogate Model=iTransformer2026.02 | 1.33 | 1.23 | |
| ATSGSurrogate Model=iTransformer2026.02 | 1.57 | 1.94 | |
| PGDSurrogate Model=TimesNet2026.02 | 1.6 | 1.41 | |
| FGSMSurrogate Model=iTransformer2026.02 | 1.62 | 1.6 | |
| ADJMSurrogate Model=SegRNN2026.02 | 1.72 | 2.72 | |
| TCASurrogate Model=TimesNet2026.02 | 1.8 | 1.93 | |
| ADJMSurrogate Model=FreTS2026.02 | 1.82 | 2.74 | |
| BIMSurrogate Model=TimesNet2026.02 | 2.09 | 1.86 | |
| PGDSurrogate Model=Average2026.02 | 2.71 | 2.28 | |
| MI-FGSMSurrogate Model=TimesNet2026.02 | 2.78 | 2.44 | |
| TCASurrogate Model=Average2026.02 | 2.98 | 2.89 | |
| ATSGSurrogate Model=TimesNet2026.02 | 3.21 | 3.51 | |
| BIMSurrogate Model=Average2026.02 | 3.72 | 3.13 | |
| FGSMSurrogate Model=TimesNet2026.02 | 3.76 | 3.26 | |
| ATSGSurrogate Model=Average2026.02 | 4.07 | 4.05 | |
| MI-TGAMSurrogate Model=iTransformer2026.02 | 4.11 | 3.64 | |
| MI-FGSMSurrogate Model=Average2026.02 | 4.14 | 3.55 | |
| PGDSurrogate Model=FreTS2026.02 | 4.23 | 3.59 | |
| FGSMSurrogate Model=Average2026.02 | 4.39 | 3.78 | |
| PGDSurrogate Model=SegRNN2026.02 | 4.43 | 3.61 | |
| TCASurrogate Model=FreTS2026.02 | 4.73 | 4.7 | |
| TCASurrogate Model=SegRNN2026.02 | 4.88 | 4.34 | |
| MI-TGAMSurrogate Model=TimesNet2026.02 | 5.56 | 5.22 | |
| ATSGSurrogate Model=FreTS2026.02 | 5.64 | 5.46 | |
| ATSGSurrogate Model=SegRNN2026.02 | 5.86 | 5.3 | |
| FGSMSurrogate Model=FreTS2026.02 | 5.95 | 5.11 | |
| MI-FGSMSurrogate Model=FreTS2026.02 | 5.99 | 5.15 | |
| BIMSurrogate Model=FreTS2026.02 | 6.01 | 5.15 | |
| BIMSurrogate Model=SegRNN2026.02 | 6.16 | 5.02 | |
| FGSMSurrogate Model=SegRNN2026.02 | 6.25 | 5.14 | |
| MI-FGSMSurrogate Model=SegRNN2026.02 | 6.47 | 5.37 | |
| MI-TGAMSurrogate Model=Average2026.02 | 7.99 | 6.86 | |
| MI-TGAMSurrogate Model=FreTS2026.02 | 10.92 | 9.1 | |
| MI-TGAMSurrogate Model=SegRNN2026.02 | 11.36 | 9.49 |