# Training Data Provenance Verification on CIFAR10 Source: [Training Data Provenance Verification on CIFAR10]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:36:02.490Z Evaluation of model performance for Training Data Provenance Verification on the CIFAR-10 dataset, reporting standard classification metrics like Accuracy, F1-score, and AUC. 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 | Training Data Provenance Verification | | Dataset (including any stated split) | CIFAR10 | | Metric | Avg AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [Avg AUC](): Higher is better; unit: PERCENT. - [Avg Acc](): Higher is better; unit: PERCENT. - [Avg F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Avg AUC | Result date | Report paper | | --- | --- | --- | --- | | CREDIT | 100 | Not recorded | 699e81dc6017c4460ffacc6b | | CREDIT | 100 | Not recorded | 699e81dc6017c4460ffacc6b | | CREDIT | 100 | Not recorded | 699e81dc6017c4460ffacc6b | | CREDIT | 100 | Not recorded | 699e81dc6017c4460ffacc6b | | TrainProVe | 99.8 | Not recorded | 68fa77671e209131cea730fb | | TrainProVe | 99.8 | Not recorded | 68fa77671e209131cea730fb | | TrainProVe | 99.7 | Not recorded | 68fa77671e209131cea730fb | | TrainProVe-Ent | 90.2 | Not recorded | 68fa77671e209131cea730fb | | TrainProVe-Sim | 82.1 | Not recorded | 68fa77671e209131cea730fb | | Backdooring | 80.25 | Not recorded | 699e81dc6017c4460ffacc6b | | UAP | 79.63 | Not recorded | 699e81dc6017c4460ffacc6b | | Backdooring | 74.07 | Not recorded | 699e81dc6017c4460ffacc6b | | Han et al.'s Work | 73.1 | Not recorded | 68fa77671e209131cea730fb | | UAP | 72.22 | Not recorded | 699e81dc6017c4460ffacc6b | | IPGuard | 67.9 | Not recorded | 699e81dc6017c4460ffacc6b | | UAP | 67.28 | Not recorded | 699e81dc6017c4460ffacc6b | | EWE | 62.96 | Not recorded | 699e81dc6017c4460ffacc6b | | EWE | 62.35 | Not recorded | 699e81dc6017c4460ffacc6b | | IPGuard | 61.11 | Not recorded | 699e81dc6017c4460ffacc6b | | Backdooring | 58.64 | Not recorded | 699e81dc6017c4460ffacc6b | | UAP | 52.47 | Not recorded | 699e81dc6017c4460ffacc6b | | Backdooring | 51.85 | Not recorded | 699e81dc6017c4460ffacc6b | | EWE | 51.24 | Not recorded | 699e81dc6017c4460ffacc6b | | IPGuard | 50.62 | Not recorded | 699e81dc6017c4460ffacc6b | | Random | 50 | Not recorded | 68fa77671e209131cea730fb | | EWE | 48.77 | Not recorded | 699e81dc6017c4460ffacc6b | | IPGuard | 40.74 | Not recorded | 699e81dc6017c4460ffacc6b | ### CREDIT Avg AUC: 100. Result ID: 699eac935698665ec4795283. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### CREDIT Avg AUC: 100. Result ID: 699eac935698665ec4795284. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### CREDIT Avg AUC: 100. Result ID: 699eac935698665ec4795285. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DenseNet"}. This record does not assert independent reproduction. ### CREDIT Avg AUC: 100. Result ID: 699eac935698665ec4795286. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GoogLeNet"}. This record does not assert independent reproduction. ### TrainProVe Avg AUC: 99.8. Result ID: 69949d523a6c3148491e69a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet18"}. This record does not assert independent reproduction. ### TrainProVe Avg AUC: 99.8. Result ID: 69949d523a6c3148491e69a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"Swin-B"}. This record does not assert independent reproduction. ### TrainProVe Avg AUC: 99.7. Result ID: 69949d523a6c3148491e69a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ConvNeXt-B"}. This record does not assert independent reproduction. ### TrainProVe-Ent Avg AUC: 90.2. Result ID: 69949d523a6c3148491e69a1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TrainProVe-Sim Avg AUC: 82.1. Result ID: 69949d523a6c3148491e69a0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Backdooring Avg AUC: 80.25. Result ID: 699eac935698665ec4795276. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GoogLeNet"}. This record does not assert independent reproduction. ### UAP Avg AUC: 79.63. Result ID: 699eac935698665ec4795282. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GoogLeNet"}. This record does not assert independent reproduction. ### Backdooring Avg AUC: 74.07. Result ID: 699eac935698665ec4795275. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DenseNet"}. This record does not assert independent reproduction. ### Han et al.'s Work Avg AUC: 73.1. Result ID: 69949d523a6c3148491e699f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UAP Avg AUC: 72.22. Result ID: 699eac935698665ec4795281. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DenseNet"}. This record does not assert independent reproduction. ### IPGuard Avg AUC: 67.9. Result ID: 699eac935698665ec479527d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DenseNet"}. This record does not assert independent reproduction. ### UAP Avg AUC: 67.28. Result ID: 699eac935698665ec4795280. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### EWE Avg AUC: 62.96. Result ID: 699eac935698665ec4795278. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### EWE Avg AUC: 62.35. Result ID: 699eac935698665ec479527a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GoogLeNet"}. This record does not assert independent reproduction. ### IPGuard Avg AUC: 61.11. Result ID: 699eac935698665ec479527c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### Backdooring Avg AUC: 58.64. Result ID: 699eac935698665ec4795273. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### UAP Avg AUC: 52.47. Result ID: 699eac935698665ec479527f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### Backdooring Avg AUC: 51.85. Result ID: 699eac935698665ec4795274. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"VGG"}. This record does not assert independent reproduction. ### EWE Avg AUC: 51.24. Result ID: 699eac935698665ec4795277. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. ### IPGuard Avg AUC: 50.62. Result ID: 699eac935698665ec479527e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GoogLeNet"}. This record does not assert independent reproduction. ### Random Avg AUC: 50. Result ID: 69949d523a6c3148491e699e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EWE Avg AUC: 48.77. Result ID: 699eac935698665ec4795279. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"DenseNet"}. This record does not assert independent reproduction. ### IPGuard Avg AUC: 40.74. Result ID: 699eac935698665ec479527b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.