# Image Classification on CIFAR10 Authorized domain Source: [Image Classification on CIFAR10 Authorized domain]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:25.827Z Evaluation of Image Classification performance on the CIFAR10 Authorized domain dataset, reporting standard Accuracy and Accuracy Change metrics. 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 | Image Classification | | Dataset (including any stated split) | CIFAR10 Authorized domain | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 10 of 10 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Accuracy Change](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FTAL | 86.7 | Not recorded | 68fa77961e209131cea742ce | | FTAL | 85.9 | Not recorded | 68fa77961e209131cea742ce | | Pre-trained | 85.8 | Not recorded | 68fa77961e209131cea742ce | | Pre-trained | 85.6 | Not recorded | 68fa77961e209131cea742ce | | JailNTL | 80.9 | Not recorded | 68fa77961e209131cea742ce | | JailNTL | 80.1 | Not recorded | 68fa77961e209131cea742ce | | TransNTL | 76.4 | Not recorded | 68fa77961e209131cea742ce | | TransNTL | 74.6 | Not recorded | 68fa77961e209131cea742ce | | RTAL | 66.9 | Not recorded | 68fa77961e209131cea742ce | | RTAL | 61.3 | Not recorded | 68fa77961e209131cea742ce | ### FTAL Accuracy: 86.7. Result ID: 699548963badfaffe6377fec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NTL method":"CUTI domain","Attack strategy":"FTAL","Attack type (White-box/Black-box)":"White-box","Authorized domain data percentage":"0.5%"}. This record does not assert independent reproduction. ### FTAL Accuracy: 85.9. Result ID: 699548963badfaffe6377fe7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NTL method":"NTL","Attack strategy":"FTAL","Attack type (White-box/Black-box)":"White-box","Authorized domain data percentage":"0.5%"}. This record does not assert independent reproduction. ### Pre-trained Accuracy: 85.8. Result ID: 699548963badfaffe6377fea. [Reporting paper]() Recorded evaluation configuration: {"NTL method":"CUTI domain","Attack strategy":"None","Attack type (White-box/Black-box)":"None","Authorized domain data percentage":"None"}. This record does not assert independent reproduction. ### Pre-trained Accuracy: 85.6. Result ID: 699548963badfaffe6377fe5. [Reporting paper]() Recorded evaluation configuration: {"NTL method":"NTL","Attack strategy":"None","Attack type (White-box/Black-box)":"None","Authorized domain data percentage":"None"}. This record does not assert independent reproduction. ### JailNTL Accuracy: 80.9. Result ID: 699548963badfaffe6377fee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NTL method":"CUTI domain","Attack strategy":"JailNTL","Attack type (White-box/Black-box)":"Black-box","Authorized domain data percentage":"0.5%"}. This record does not assert independent reproduction. ### JailNTL Accuracy: 80.1. Result ID: 699548963badfaffe6377fe9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"NTL method":"NTL","Attack strategy":"JailNTL","Attack type (White-box/Black-box)":"Black-box","Authorized domain data percentage":"0.5%"}. This record does not assert independent reproduction. ### TransNTL Accuracy: 76.4. Result ID: 699548963badfaffe6377fed. [Reporting paper]() Recorded evaluation configuration: {"NTL method":"CUTI domain","Attack strategy":"TransNTL","Attack type (White-box/Black-box)":"White-box","Authorized domain data percentage":"0.5%"}. This record does not assert independent reproduction. ### TransNTL Accuracy: 74.6. Result ID: 699548963badfaffe6377fe8. [Reporting paper]() Recorded evaluation configuration: {"NTL method":"NTL","Attack strategy":"TransNTL","Attack type (White-box/Black-box)":"White-box","Authorized domain data percentage":"0.5%"}. This record does not assert independent reproduction. ### RTAL Accuracy: 66.9. Result ID: 699548963badfaffe6377feb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NTL method":"CUTI domain","Attack strategy":"RTAL","Attack type (White-box/Black-box)":"White-box","Authorized domain data percentage":"0.5%"}. This record does not assert independent reproduction. ### RTAL Accuracy: 61.3. Result ID: 699548963badfaffe6377fe6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"NTL method":"NTL","Attack strategy":"RTAL","Attack type (White-box/Black-box)":"White-box","Authorized domain data percentage":"0.5%"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.