# Attacking Non-Transferable Learning on STL10 to CIFAR10 (test) Source: [Attacking Non-Transferable Learning on STL10 to CIFAR10 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:09.211Z Evaluation of model performance when subjected to attacks designed to exploit non-transferable learning characteristics between STL-10 and CIFAR-10 test sets. Metrics focus on accuracy within 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) | STL10 to CIFAR10 (test) | | Metric | Accuracy (Authorized Domain) | | 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 Domain)](): Higher is better; unit: PERCENT. - [Accuracy (Unauthorized Domain)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Authorized Domain) | Result date | Report paper | | --- | --- | --- | --- | | Pre-trained | 88.3 | Not recorded | 68fa77961e209131cea742ce | | FTAL | 87.9 | Not recorded | 68fa77961e209131cea742ce | | JailNTL | 85.6 | Not recorded | 68fa77961e209131cea742ce | | FTAL | 85.1 | Not recorded | 68fa77961e209131cea742ce | | Pre-trained | 84.5 | Not recorded | 68fa77961e209131cea742ce | | JailNTL | 83.7 | Not recorded | 68fa77961e209131cea742ce | | RTAL | 82.3 | Not recorded | 68fa77961e209131cea742ce | | TransNTL | 79.4 | Not recorded | 68fa77961e209131cea742ce | | RTAL | 75.4 | Not recorded | 68fa77961e209131cea742ce | | TransNTL | 74.8 | Not recorded | 68fa77961e209131cea742ce | ### Pre-trained Accuracy (Authorized Domain): 88.3. Result ID: 699548963badfaffe637800f. [Reporting paper]() Recorded evaluation configuration: {"Targeted NTL Method":"CUTI","Authorized Data":"1%"}. This record does not assert independent reproduction. ### FTAL Accuracy (Authorized Domain): 87.9. Result ID: 699548963badfaffe6378011. [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. ### JailNTL Accuracy (Authorized Domain): 85.6. Result ID: 699548963badfaffe6378013. [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. ### FTAL Accuracy (Authorized Domain): 85.1. Result ID: 699548963badfaffe637800c. [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 Domain): 84.5. Result ID: 699548963badfaffe637800a. [Reporting paper]() Recorded evaluation configuration: {"Targeted NTL Method":"NTL","Authorized Data":"1%"}. This record does not assert independent reproduction. ### JailNTL Accuracy (Authorized Domain): 83.7. Result ID: 699548963badfaffe637800e. [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. ### RTAL Accuracy (Authorized Domain): 82.3. Result ID: 699548963badfaffe6378010. [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. ### TransNTL Accuracy (Authorized Domain): 79.4. Result ID: 699548963badfaffe6378012. [Reporting 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 Domain): 75.4. Result ID: 699548963badfaffe637800b. [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 Domain): 74.8. Result ID: 699548963badfaffe637800d. [Reporting paper]() Recorded evaluation configuration: {"Targeted NTL Method":"NTL","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.