# Attacked Driver Position Regression on rel-f1 Source: [Attacked Driver Position Regression on rel-f1]() Collection index: [llms.txt]() Data updated: 2026-07-09T07:14:34.493Z Evaluation of driver position prediction performance using regression techniques on the rel-f1 dataset under robustness testing conditions, measured by Attacked Mean Absolute Error (MAE). 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 | driver-position regression | | Dataset (including any stated split) | rel-f1 | | Metric | Attacked MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 35 of 35 | | 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 - [Attacked MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | Attacked MAE | Result date | Report paper | | --- | --- | --- | --- | | Random | 3.1443 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 3.1443 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 3.1443 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 3.1443 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 3.1448 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 3.1448 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 3.1448 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 3.1448 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 3.1448 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 3.145 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 3.1527 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 3.1528 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 3.1552 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 3.1552 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient min-max relation | 3.1552 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 3.1568 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 3.1568 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 3.1568 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 3.1568 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 3.1589 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 3.1606 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient min-max relation | 3.1611 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 3.1655 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 3.1662 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient min-max relation | 3.1665 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient min-max relation | 3.1666 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 3.1671 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 3.1677 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient min-max relation | 3.1679 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 3.1694 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 3.1735 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 3.1744 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 3.1775 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 3.1777 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 3.1791 | Not recorded | 6a4f2b2832fb937314875cfe | ### Random Attacked MAE: 3.1443. Result ID: 6a4f4a4c60b88bb339e4aef7. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Random Attacked MAE: 3.1443. Result ID: 6a4f4a4c60b88bb339e4aef8. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Random Attacked MAE: 3.1443. Result ID: 6a4f4a4c60b88bb339e4aef9. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Random Attacked MAE: 3.1443. Result ID: 6a4f4a4c60b88bb339e4aefa. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Random Attacked MAE: 3.1448. Result ID: 6a4f4a4c60b88bb339e4aef6. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked MAE: 3.1448. Result ID: 6a4f4a4c60b88bb339e4aefc. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked MAE: 3.1448. Result ID: 6a4f4a4c60b88bb339e4aefd. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked MAE: 3.1448. Result ID: 6a4f4a4c60b88bb339e4aefe. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked MAE: 3.1448. Result ID: 6a4f4a4c60b88bb339e4aeff. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked MAE: 3.145. Result ID: 6a4f4a4c60b88bb339e4aefb. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient z-score Attacked MAE: 3.1527. Result ID: 6a4f4a4c60b88bb339e4af05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked MAE: 3.1528. Result ID: 6a4f4a4c60b88bb339e4af14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient raw Attacked MAE: 3.1552. Result ID: 6a4f4a4c60b88bb339e4af00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked MAE: 3.1552. Result ID: 6a4f4a4c60b88bb339e4af0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient min-max relation Attacked MAE: 3.1552. Result ID: 6a4f4a4c60b88bb339e4af0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked MAE: 3.1568. Result ID: 6a4f4a4c60b88bb339e4af15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked MAE: 3.1568. Result ID: 6a4f4a4c60b88bb339e4af16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked MAE: 3.1568. Result ID: 6a4f4a4c60b88bb339e4af17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked MAE: 3.1568. Result ID: 6a4f4a4c60b88bb339e4af18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked MAE: 3.1589. Result ID: 6a4f4a4c60b88bb339e4af0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked MAE: 3.1606. Result ID: 6a4f4a4c60b88bb339e4af0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient min-max relation Attacked MAE: 3.1611. Result ID: 6a4f4a4c60b88bb339e4af10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked MAE: 3.1655. Result ID: 6a4f4a4c60b88bb339e4af0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient z-score Attacked MAE: 3.1662. Result ID: 6a4f4a4c60b88bb339e4af06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient min-max relation Attacked MAE: 3.1665. Result ID: 6a4f4a4c60b88bb339e4af11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient min-max relation Attacked MAE: 3.1666. Result ID: 6a4f4a4c60b88bb339e4af12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked MAE: 3.1671. Result ID: 6a4f4a4c60b88bb339e4af0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient raw Attacked MAE: 3.1677. Result ID: 6a4f4a4c60b88bb339e4af01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient min-max relation Attacked MAE: 3.1679. Result ID: 6a4f4a4c60b88bb339e4af13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient z-score Attacked MAE: 3.1694. Result ID: 6a4f4a4c60b88bb339e4af07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient z-score Attacked MAE: 3.1735. Result ID: 6a4f4a4c60b88bb339e4af08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient raw Attacked MAE: 3.1744. Result ID: 6a4f4a4c60b88bb339e4af02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient z-score Attacked MAE: 3.1775. Result ID: 6a4f4a4c60b88bb339e4af09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient raw Attacked MAE: 3.1777. Result ID: 6a4f4a4c60b88bb339e4af03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient raw Attacked MAE: 3.1791. Result ID: 6a4f4a4c60b88bb339e4af04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.