# Driver-Top3 Classification on rel-f1 (Attacked) Source: [Driver-Top3 Classification on rel-f1 (Attacked)]() Collection index: [llms.txt]() Data updated: 2026-07-09T07:14:34.445Z Evaluation of driver-top3 classification performance on the rel-f1 dataset under adversarial or robustness testing conditions, measured by attacked accuracy. 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-top3 classification | | Dataset (including any stated split) | rel-f1 | | Metric | Attacked Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Attacked Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Random | 77.63 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 77.63 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 77.63 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 77.63 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 77.63 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 77.63 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 77.63 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 77.63 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 77.53 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 77.53 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 77.53 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 77.53 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 77.53 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 77.53 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 76.97 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 76.88 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 76.32 | Not recorded | 6a4f2b2832fb937314875cfe | ### Random Attacked Accuracy: 77.63. Result ID: 6a4f4a4c60b88bb339e4aed8. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Random Attacked Accuracy: 77.63. Result ID: 6a4f4a4c60b88bb339e4aed9. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked Accuracy: 77.63. Result ID: 6a4f4a4c60b88bb339e4aedd. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked Accuracy: 77.63. Result ID: 6a4f4a4c60b88bb339e4aede. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient raw Attacked Accuracy: 77.63. Result ID: 6a4f4a4c60b88bb339e4aee2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient z-score Attacked Accuracy: 77.63. Result ID: 6a4f4a4c60b88bb339e4aee7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked Accuracy: 77.63. Result ID: 6a4f4a4c60b88bb339e4aeec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked Accuracy: 77.63. Result ID: 6a4f4a4c60b88bb339e4aef1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Random Attacked Accuracy: 77.53. Result ID: 6a4f4a4c60b88bb339e4aeda. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Random Attacked Accuracy: 77.53. Result ID: 6a4f4a4c60b88bb339e4aedb. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Random Attacked Accuracy: 77.53. Result ID: 6a4f4a4c60b88bb339e4aedc. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked Accuracy: 77.53. Result ID: 6a4f4a4c60b88bb339e4aeee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked Accuracy: 77.53. Result ID: 6a4f4a4c60b88bb339e4aeef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked Accuracy: 77.53. Result ID: 6a4f4a4c60b88bb339e4aef0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aedf. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aee0. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient raw Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aee3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient raw Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aee4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient raw Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aee5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient z-score Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aee8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient z-score Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aee9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient z-score Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aeea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient z-score Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aeeb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aeed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aef2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aef3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aef4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked Accuracy: 76.97. Result ID: 6a4f4a4c60b88bb339e4aef5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked Accuracy: 76.88. Result ID: 6a4f4a4c60b88bb339e4aee1. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient raw Attacked Accuracy: 76.32. Result ID: 6a4f4a4c60b88bb339e4aee6. [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.