Adversarial Attack on Time-Series Forecasting on Household Electric Power Consumption (test)
0.117Attack RMSEBaseline
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BaselineAttack Type=FGSM, epsilon=0.052026.04 | 0.117 | 0.369 | |
| BaselineAttack Type=BIM, epsilon=0.052026.04 | 0.129 | 0.434 | |
| BaselineAttack Type=FGSM, epsilon=0.102026.04 | 0.174 | 0.338 | |
| BaselineAttack Type=BIM, epsilon=0.102026.04 | 0.203 | 0.407 | |
| BaselineAttack Type=FGSM, epsilon=0.152026.04 | 0.237 | 0.274 | |
| INTARGAttack Type=FGSM, epsilon=0.052026.04 | 0.253 | 0.165 | |
| BaselineAttack Type=NI-FGSM, epsilon=0.052026.04 | 0.262 | 0.581 | |
| INTARGAttack Type=BIM, epsilon=0.052026.04 | 0.28 | 0.248 | |
| BaselineAttack Type=BIM, epsilon=0.152026.04 | 0.287 | 0.556 | |
| INTARGAttack Type=FGSM, epsilon=0.102026.04 | 0.288 | 0.215 | |
| INTARGAttack Type=BIM, epsilon=0.102026.04 | 0.289 | 0.217 | |
| INTARGAttack Type=NI-FGSM, epsilon=0.052026.04 | 0.295 | 0.018 | |
| INTARGAttack Type=FGSM, epsilon=0.152026.04 | 0.297 | 0.172 | |
| BaselineAttack Type=NI-FGSM, epsilon=0.102026.04 | 0.306 | 0.591 | |
| INTARGAttack Type=BIM, epsilon=0.152026.04 | 0.31 | 0.209 | |
| BaselineAttack Type=NI-FGSM, epsilon=0.152026.04 | 0.348 | 0.596 | |
| INTARGAttack Type=NI-FGSM, epsilon=0.102026.04 | 0.353 | 0.036 | |
| INTARGAttack Type=NI-FGSM, epsilon=0.152026.04 | 0.393 | 0.101 |