# Attacking Non-Transferable Learning on CIFAR10 to STL10 (test) Source: [Attacking Non-Transferable Learning on CIFAR10 to STL10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:09.231Z Evaluation of model performance when subjected to attacks targeting non-transferable learning scenarios between the CIFAR-10 source domain and the STL-10 target domain (test split). Performance is measured by accuracy achieved in authorized versus unauthorized domains. 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 | Attacking Non-Transferable Learning | | Dataset (including any stated split) | CIFAR10 to STL10 (test) | | Metric | Accuracy (Authorized) | | 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 (Authorized)](): Higher is better; unit: PERCENT. - [Accuracy (Unauthorized)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Authorized) | Result date | Report paper | | --- | --- | --- | --- | | FTAL | 86.8 | Not recorded | 68fa77961e209131cea742ce | | FTAL | 85.9 | Not recorded | 68fa77961e209131cea742ce | | Pre-trained | 85.8 | Not recorded | 68fa77961e209131cea742ce | | Pre-trained | 85.6 | Not recorded | 68fa77961e209131cea742ce | | JailNTL | 82.5 | Not recorded | 68fa77961e209131cea742ce | | JailNTL | 81.2 | Not recorded | 68fa77961e209131cea742ce | | TransNTL | 79.8 | Not recorded | 68fa77961e209131cea742ce | | RTAL | 77.3 | Not recorded | 68fa77961e209131cea742ce | | RTAL | 76 | Not recorded | 68fa77961e209131cea742ce | | TransNTL | 75.7 | Not recorded | 68fa77961e209131cea742ce | ### FTAL Accuracy (Authorized): 86.8. Result ID: 699548963badfaffe6378007. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Targeted NTL Method":"CUTI","Authorized Data":"1%","Attack Type":"white-box"}. This record does not assert independent reproduction. ### FTAL Accuracy (Authorized): 85.9. Result ID: 699548963badfaffe6378002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Targeted NTL Method":"NTL","Authorized Data":"1%","Attack Type":"white-box"}. This record does not assert independent reproduction. ### Pre-trained Accuracy (Authorized): 85.8. Result ID: 699548963badfaffe6378005. [Reporting paper]() Recorded evaluation configuration: {"Targeted NTL Method":"CUTI","Authorized Data":"1%"}. This record does not assert independent reproduction. ### Pre-trained Accuracy (Authorized): 85.6. Result ID: 699548963badfaffe6378000. [Reporting paper]() Recorded evaluation configuration: {"Targeted NTL Method":"NTL","Authorized Data":"1%"}. This record does not assert independent reproduction. ### JailNTL Accuracy (Authorized): 82.5. Result ID: 699548963badfaffe6378009. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Targeted NTL Method":"CUTI","Authorized Data":"1%","Attack Type":"black-box"}. This record does not assert independent reproduction. ### JailNTL Accuracy (Authorized): 81.2. Result ID: 699548963badfaffe6378004. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Targeted NTL Method":"NTL","Authorized Data":"1%","Attack Type":"black-box"}. This record does not assert independent reproduction. ### TransNTL Accuracy (Authorized): 79.8. Result ID: 699548963badfaffe6378003. [Reporting paper]() Recorded evaluation configuration: {"Targeted NTL Method":"NTL","Authorized Data":"1%","Attack Type":"white-box"}. This record does not assert independent reproduction. ### RTAL Accuracy (Authorized): 77.3. Result ID: 699548963badfaffe6378006. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Targeted NTL Method":"CUTI","Authorized Data":"1%","Attack Type":"white-box"}. This record does not assert independent reproduction. ### RTAL Accuracy (Authorized): 76. Result ID: 699548963badfaffe6378001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Targeted NTL Method":"NTL","Authorized Data":"1%","Attack Type":"white-box"}. This record does not assert independent reproduction. ### TransNTL Accuracy (Authorized): 75.7. Result ID: 699548963badfaffe6378008. [Reporting paper]() Recorded evaluation configuration: {"Targeted NTL Method":"CUTI","Authorized Data":"1%","Attack Type":"white-box"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.