# Driver-DNF Classification on rel-f1 Source: [Driver-DNF Classification on rel-f1]() Collection index: [llms.txt]() Data updated: 2026-07-09T07:14:34.406Z Evaluation of driver-dnf classification performance on the rel-f1 dataset, measured using 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-dnf 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 | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Random | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 0.7737 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 0.7654 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient raw | 0.7654 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 0.7654 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 0.7654 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 0.7644 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 0.7644 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient robust z-score | 0.7644 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 0.7644 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 0.7634 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 0.7624 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 0.7624 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 0.7624 | Not recorded | 6a4f2b2832fb937314875cfe | | Random + exact rerank | 0.7624 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 0.7551 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient z-score | 0.7551 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 0.7551 | Not recorded | 6a4f2b2832fb937314875cfe | | Gradient + exact rerank | 0.7551 | Not recorded | 6a4f2b2832fb937314875cfe | ### Random Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aeba. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Random Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aebb. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Random Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aebc. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Random Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aebd. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Random Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aebe. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient raw Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aec4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient raw Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aec5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient raw Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aec6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient z-score Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aec9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient z-score Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aeca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aece. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aed3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked Accuracy: 0.7737. Result ID: 6a4f4a4c60b88bb339e4aed4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient raw Attacked Accuracy: 0.7654. Result ID: 6a4f4a4c60b88bb339e4aec7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient raw Attacked Accuracy: 0.7654. Result ID: 6a4f4a4c60b88bb339e4aec8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked Accuracy: 0.7654. Result ID: 6a4f4a4c60b88bb339e4aed1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked Accuracy: 0.7654. Result ID: 6a4f4a4c60b88bb339e4aed2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient z-score Attacked Accuracy: 0.7644. Result ID: 6a4f4a4c60b88bb339e4aecb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked Accuracy: 0.7644. Result ID: 6a4f4a4c60b88bb339e4aecf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Gradient robust z-score Attacked Accuracy: 0.7644. Result ID: 6a4f4a4c60b88bb339e4aed0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked Accuracy: 0.7644. Result ID: 6a4f4a4c60b88bb339e4aed5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked Accuracy: 0.7634. Result ID: 6a4f4a4c60b88bb339e4aebf. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"1"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked Accuracy: 0.7624. Result ID: 6a4f4a4c60b88bb339e4aec0. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"25"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked Accuracy: 0.7624. Result ID: 6a4f4a4c60b88bb339e4aec1. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"50"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked Accuracy: 0.7624. Result ID: 6a4f4a4c60b88bb339e4aec2. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Random + exact rerank Attacked Accuracy: 0.7624. Result ID: 6a4f4a4c60b88bb339e4aec3. [Reporting paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient z-score Attacked Accuracy: 0.7551. Result ID: 6a4f4a4c60b88bb339e4aecc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient z-score Attacked Accuracy: 0.7551. Result ID: 6a4f4a4c60b88bb339e4aecd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"100"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked Accuracy: 0.7551. Result ID: 6a4f4a4c60b88bb339e4aed6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Budget (B)":"75"}. This record does not assert independent reproduction. ### Gradient + exact rerank Attacked Accuracy: 0.7551. Result ID: 6a4f4a4c60b88bb339e4aed7. [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.