# Memorization Detection on CIFAR10 EDM Source: [Memorization Detection on CIFAR10 EDM]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:25:05.310Z Evaluation of a model's ability to detect memorization patterns within the CIFAR10 EDM dataset, typically assessed using metrics like AUC and TPR. 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 | Memorization Detection | | Dataset (including any stated split) | CIFAR10 EDM | | Metric | AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 2 of 2 | | 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 - [AUC](): Higher is better; unit: PERCENT. - [TPR](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC | Result date | Report paper | | --- | --- | --- | --- | | Representation-based Memorization Detection | 99.8 | Not recorded | 694cc4ec53fdd5c36173a6d0 | | Ros+25 | 71.3 | Not recorded | 694cc4ec53fdd5c36173a6d0 | ### Representation-based Memorization Detection AUC: 99.8. Result ID: 699940b85698665ec4aac48b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Free?":"Yes","Time":"0.02"}. This record does not assert independent reproduction. ### Ros+25 AUC: 71.3. Result ID: 699940b85698665ec4aac48a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Prompt Free?":"Yes","Time":"0.071"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.