# Attacking Non-Transferable Learning on VisDA-T to VisDA-V (test) Source: [Attacking Non-Transferable Learning on VisDA-T to VisDA-V (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:35:09.495Z Evaluation of model performance when attacking non-transferable learning scenarios, specifically assessing accuracy in authorized versus unauthorized domains on the VisDA test set transfer evaluation. 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) | VisDA-T to VisDA-V (test) | | Metric | Authorized Domain 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 - [Authorized Domain Accuracy](): Higher is better; unit: PERCENT. - [Unauthorized Domain Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Authorized Domain Accuracy | Result date | Report paper | | --- | --- | --- | --- | | FTAL | 95 | Not recorded | 68fa77961e209131cea742ce | | Pre-trained | 94.7 | Not recorded | 68fa77961e209131cea742ce | | RTAL | 93.6 | Not recorded | 68fa77961e209131cea742ce | | JailNTL | 93.6 | Not recorded | 68fa77961e209131cea742ce | | FTAL | 93.1 | Not recorded | 68fa77961e209131cea742ce | | Pre-trained | 93 | Not recorded | 68fa77961e209131cea742ce | | JailNTL | 91.5 | Not recorded | 68fa77961e209131cea742ce | | RTAL | 89.7 | Not recorded | 68fa77961e209131cea742ce | | TransNTL | 86.1 | Not recorded | 68fa77961e209131cea742ce | | TransNTL | 74.9 | Not recorded | 68fa77961e209131cea742ce | ### FTAL Authorized Domain Accuracy: 95. Result ID: 699548963badfaffe637801b. [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. ### Pre-trained Authorized Domain Accuracy: 94.7. Result ID: 699548963badfaffe6378019. [Reporting paper]() Recorded evaluation configuration: {"Targeted NTL Method":"CUTI","Authorized Data":"1%"}. This record does not assert independent reproduction. ### RTAL Authorized Domain Accuracy: 93.6. Result ID: 699548963badfaffe637801a. [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 Authorized Domain Accuracy: 93.6. Result ID: 699548963badfaffe637801d. [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 Authorized Domain Accuracy: 93.1. Result ID: 699548963badfaffe6378016. [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 Authorized Domain Accuracy: 93. Result ID: 699548963badfaffe6378014. [Reporting paper]() Recorded evaluation configuration: {"Targeted NTL Method":"NTL","Authorized Data":"1%"}. This record does not assert independent reproduction. ### JailNTL Authorized Domain Accuracy: 91.5. Result ID: 699548963badfaffe6378018. [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 Authorized Domain Accuracy: 89.7. Result ID: 699548963badfaffe6378015. [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 Authorized Domain Accuracy: 86.1. Result ID: 699548963badfaffe637801c. [Reporting paper]() Recorded evaluation configuration: {"Targeted NTL Method":"CUTI","Authorized Data":"1%","Attack Type":"white-box"}. This record does not assert independent reproduction. ### TransNTL Authorized Domain Accuracy: 74.9. Result ID: 699548963badfaffe6378017. [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.