# Ownership Verification on CIFAR-10 Source: [Ownership Verification on CIFAR-10]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:29.935Z Evaluation of Ownership Verification performance on the CIFAR-10 dataset, specifically measuring accuracy related to watermark presence and robustness drops against adversarial attacks (CUTI/NTL). 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 | Ownership Verification | | Dataset (including any stated split) | CIFAR-10 | | Metric | Accuracy (Watermark Patch) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 (Watermark Patch)](): Higher is better; unit: PERCENT. - [Accuracy (No Patch)](): Higher is better; unit: PERCENT. - [Avg Drop (CUTI)](): Lower is better; unit: PERCENT. - [Avg Drop (NTL)](): Lower is better; unit: PERCENT. ## Recorded results | Method | Accuracy (Watermark Patch) | Result date | Report paper | | --- | --- | --- | --- | | SL | 83.3 | Not recorded | 68fa6ed11e209131cea42650 | | Overwriting | 16.7 | Not recorded | 68fa6ed11e209131cea42650 | | FTAL | 14.9 | Not recorded | 68fa6ed11e209131cea42650 | | RTAL | 14.9 | Not recorded | 68fa6ed11e209131cea42650 | | EWC | 14.9 | Not recorded | 68fa6ed11e209131cea42650 | | CUTI-domain | 10.7 | Not recorded | 68fa6ed11e209131cea42650 | | AU | 9.4 | Not recorded | 68fa6ed11e209131cea42650 | ### SL Accuracy (Watermark Patch): 83.3. Result ID: 69904db73a6c314849ff9397. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Overwriting Accuracy (Watermark Patch): 16.7. Result ID: 69904db73a6c314849ff939d. [Reporting paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### FTAL Accuracy (Watermark Patch): 14.9. Result ID: 69904db73a6c314849ff9399. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### RTAL Accuracy (Watermark Patch): 14.9. Result ID: 69904db73a6c314849ff939a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### EWC Accuracy (Watermark Patch): 14.9. Result ID: 69904db73a6c314849ff939b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. ### CUTI-domain Accuracy (Watermark Patch): 10.7. Result ID: 69904db73a6c314849ff9398. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AU Accuracy (Watermark Patch): 9.4. Result ID: 69904db73a6c314849ff939c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Watermark Removal Attack on":"CUTI"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.