# Adversarial Attack on Time-Series Forecasting on Pecan Street Database (test) Source: [Adversarial Attack on Time-Series Forecasting on Pecan Street Database (test)]() Collection index: [llms.txt]() Data updated: 2026-04-15T07:42:16.138Z Evaluation of adversarial attack performance on the test split of the Pecan Street Database, focusing on time-series forecasting models, measured by metrics like 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) | Pecan Street Database (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: PERCENT. ## Recorded results | Method | Attack RMSE | Result date | Report paper | | --- | --- | --- | --- | | Baseline | 0.098 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.1 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.104 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.13 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.14 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.141 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.161 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.177 | Not recorded | 69df1b967d0172140ec7b905 | | Baseline | 0.179 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.23 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.241 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.242 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.245 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.257 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.268 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.269 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.289 | Not recorded | 69df1b967d0172140ec7b905 | | INTARG | 0.29 | Not recorded | 69df1b967d0172140ec7b905 | ### Baseline Attack RMSE: 0.098. Result ID: 69df400947f34ce924c7b693. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.05"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.1. Result ID: 69df400947f34ce924c7b699. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.05"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.104. Result ID: 69df400947f34ce924c7b69f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"NI-FGSM","epsilon":"0.05"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.13. Result ID: 69df400947f34ce924c7b695. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.10"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.14. Result ID: 69df400947f34ce924c7b69b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.10"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.141. Result ID: 69df400947f34ce924c7b6a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"NI-FGSM","epsilon":"0.10"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.161. Result ID: 69df400947f34ce924c7b697. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.15"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.177. Result ID: 69df400947f34ce924c7b69d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.15"}. This record does not assert independent reproduction. ### Baseline Attack RMSE: 0.179. Result ID: 69df400947f34ce924c7b6a3. [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: 0.23. Result ID: 69df400947f34ce924c7b692. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.05"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.241. Result ID: 69df400947f34ce924c7b698. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.05"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.242. Result ID: 69df400947f34ce924c7b69e. [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: 0.245. Result ID: 69df400947f34ce924c7b694. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.10"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.257. Result ID: 69df400947f34ce924c7b696. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"FGSM","epsilon":"0.15"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.268. Result ID: 69df400947f34ce924c7b69a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.10"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.269. Result ID: 69df400947f34ce924c7b6a0. [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: 0.289. Result ID: 69df400947f34ce924c7b69c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Attack Type":"BIM","epsilon":"0.15"}. This record does not assert independent reproduction. ### INTARG Attack RMSE: 0.29. Result ID: 69df400947f34ce924c7b6a2. [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.