Adversarial Attack on Time-Series Forecasting on Pecan Street Database (test)
0.098Attack RMSEBaseline
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BaselineAttack Type=FGSM, epsilon=0.052026.04 | 0.098 | 27.9 | |
| BaselineAttack Type=BIM, epsilon=0.052026.04 | 0.1 | 26.1 | |
| BaselineAttack Type=NI-FGSM, epsilon=0.052026.04 | 0.104 | 24.4 | |
| BaselineAttack Type=FGSM, epsilon=0.102026.04 | 0.13 | 36.2 | |
| BaselineAttack Type=BIM, epsilon=0.102026.04 | 0.14 | 31.2 | |
| BaselineAttack Type=NI-FGSM, epsilon=0.102026.04 | 0.141 | 30 | |
| BaselineAttack Type=FGSM, epsilon=0.152026.04 | 0.161 | 42 | |
| BaselineAttack Type=BIM, epsilon=0.152026.04 | 0.177 | 32.9 | |
| BaselineAttack Type=NI-FGSM, epsilon=0.152026.04 | 0.179 | 32.9 | |
| INTARGAttack Type=FGSM, epsilon=0.052026.04 | 0.23 | 22.6 | |
| INTARGAttack Type=BIM, epsilon=0.052026.04 | 0.241 | 23.2 | |
| INTARGAttack Type=NI-FGSM, epsilon=0.052026.04 | 0.242 | 23.1 | |
| INTARGAttack Type=FGSM, epsilon=0.102026.04 | 0.245 | 22.8 | |
| INTARGAttack Type=FGSM, epsilon=0.152026.04 | 0.257 | 19.7 | |
| INTARGAttack Type=BIM, epsilon=0.102026.04 | 0.268 | 26.1 | |
| INTARGAttack Type=NI-FGSM, epsilon=0.102026.04 | 0.269 | 24.4 | |
| INTARGAttack Type=BIM, epsilon=0.152026.04 | 0.289 | 26.6 | |
| INTARGAttack Type=NI-FGSM, epsilon=0.152026.04 | 0.29 | 25.2 |