# Adversarial Attack on Time-Series Forecasting on Household Electric Power Consumption (test) Source: [Adversarial Attack on Time-Series Forecasting on Household Electric Power Consumption (test)]() Collection index: [llms.txt]() Data updated: 2026-04-15T07:42:16.170Z Evaluation of adversarial robustness for time-series forecasting models on the test split of the Household Electric Power Consumption dataset, assessed using metrics such as Attack RMSE and F1-score. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Adversarial Attack on Time-Series Forecasting | | Dataset (including any stated split) | Household Electric Power Consumption (test) | | Metric | Attack RMSE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Attack RMSE](): Lower is better; unit: SCALAR. - [F1-score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Attack RMSE | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 0.117 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.129 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.174 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.203 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.237 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.253 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.262 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.28 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.287 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.288 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.289 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.295 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.297 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.306 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.31 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.348 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.353 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.393 | Not recorded | 69df1b967d0172140ec7b905 | ### Baseline Attack RMSE: 0.117. Result ID: 69df400947f34ce924c7b6a5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.05"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.129. Result ID: 69df400947f34ce924c7b6ab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.05"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.174. Result ID: 69df400947f34ce924c7b6a7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.10"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.203. Result ID: 69df400947f34ce924c7b6ad. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.10"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.237. Result ID: 69df400947f34ce924c7b6a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.15"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.253. Result ID: 69df400947f34ce924c7b6a4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.05"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.262. Result ID: 69df400947f34ce924c7b6b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"NI-FGSM","epsilon":"0.05"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.28. Result ID: 69df400947f34ce924c7b6aa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.05"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.287. Result ID: 69df400947f34ce924c7b6af. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.15"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.288. Result ID: 69df400947f34ce924c7b6a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.10"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.289. Result ID: 69df400947f34ce924c7b6ac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.10"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.295. Result ID: 69df400947f34ce924c7b6b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"NI-FGSM","epsilon":"0.05"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.297. Result ID: 69df400947f34ce924c7b6a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.15"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.306. Result ID: 69df400947f34ce924c7b6b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"NI-FGSM","epsilon":"0.10"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.31. Result ID: 69df400947f34ce924c7b6ae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.15"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.348. Result ID: 69df400947f34ce924c7b6b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"NI-FGSM","epsilon":"0.15"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.353. Result ID: 69df400947f34ce924c7b6b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"NI-FGSM","epsilon":"0.10"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.393. Result ID: 69df400947f34ce924c7b6b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"NI-FGSM","epsilon":"0.15"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.