# Image Classification on MNIST (test) (Accuracy with Epsilon Constraints) Source: [Image Classification on MNIST (test) (Accuracy with Epsilon Constraints)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:34:34.690Z Evaluation of Image Classification performance on the MNIST test set, reporting accuracy metrics defined by specific epsilon constraints (e.g., ε=1, ε=10). 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 | Image Classification | | Dataset (including any stated split) | MNIST (test) | | Metric | Accuracy (ε=10) | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 (ε=10)](): Higher is better; unit: PERCENT. - [Accuracy (ε=1)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (ε=10) | Result date | Report paper | | --- | --- | --- | --- | | Teacher | 99.21 | Not recorded | 697997faa2b28e761d87cada | | DPSD | 97.85 | Not recorded | 697997faa2b28e761d87cada | | DPDFD | 97.51 | Not recorded | 697997faa2b28e761d87cada | | DGD | 97.4 | Not recorded | 697997faa2b28e761d87cada | | PSG | 95.6 | Not recorded | 697997faa2b28e761d87cada | | DPGEN | 93.57 | Not recorded | 697997faa2b28e761d87cada | | DPSH | 83.2 | Not recorded | 697997faa2b28e761d87cada | | G-PATE | 80.92 | Not recorded | 697997faa2b28e761d87cada | | GS-WGAN | 80.75 | Not recorded | 697997faa2b28e761d87cada | | DataLens | 80.66 | Not recorded | 697997faa2b28e761d87cada | | DP-GAN | 80.11 | Not recorded | 697997faa2b28e761d87cada | | P3GM | 79.81 | Not recorded | 697997faa2b28e761d87cada | | DP-MERF | 67.38 | Not recorded | 697997faa2b28e761d87cada | | PATE-GAN | 66.67 | Not recorded | 697997faa2b28e761d87cada | ### Teacher Accuracy (ε=10): 99.21. Result ID: 6999121d5698665ec4780ad8. [Reporting paper]() Recorded evaluation configuration: {"Involved data":"Private"}. This record does not assert independent reproduction. ### DPSD Accuracy (ε=10): 97.85. Result ID: 6999121d5698665ec4780ae5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Involved data":"Synthetic"}. This record does not assert independent reproduction. ### DPDFD Accuracy (ε=10): 97.51. Result ID: 6999121d5698665ec4780ae4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Involved data":"Synthetic"}. This record does not assert independent reproduction. ### DGD Accuracy (ε=10): 97.4. Result ID: 6999121d5698665ec4780ae3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Involved data":"Private & Synthetic"}. This record does not assert independent reproduction. ### PSG Accuracy (ε=10): 95.6. Result ID: 6999121d5698665ec4780ae2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Involved data":"Private & Synthetic"}. This record does not assert independent reproduction. ### DPGEN Accuracy (ε=10): 93.57. Result ID: 6999121d5698665ec4780ae1. [Reporting paper]() Recorded evaluation configuration: {"Involved data":"Private & Synthetic"}. This record does not assert independent reproduction. ### DPSH Accuracy (ε=10): 83.2. Result ID: 6999121d5698665ec4780ae0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Involved data":"Private & Synthetic"}. This record does not assert independent reproduction. ### G-PATE Accuracy (ε=10): 80.92. Result ID: 6999121d5698665ec4780ade. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Involved data":"Private & Synthetic"}. This record does not assert independent reproduction. ### GS-WGAN Accuracy (ε=10): 80.75. Result ID: 6999121d5698665ec4780adb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Involved data":"Private & Synthetic"}. This record does not assert independent reproduction. ### DataLens Accuracy (ε=10): 80.66. Result ID: 6999121d5698665ec4780adf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Involved data":"Private & Synthetic"}. This record does not assert independent reproduction. ### DP-GAN Accuracy (ε=10): 80.11. Result ID: 6999121d5698665ec4780ad9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Involved data":"Private & Synthetic"}. This record does not assert independent reproduction. ### P3GM Accuracy (ε=10): 79.81. Result ID: 6999121d5698665ec4780add. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Involved data":"Private & Synthetic"}. This record does not assert independent reproduction. ### DP-MERF Accuracy (ε=10): 67.38. Result ID: 6999121d5698665ec4780adc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Involved data":"Private & Synthetic"}. This record does not assert independent reproduction. ### PATE-GAN Accuracy (ε=10): 66.67. Result ID: 6999121d5698665ec4780ada. [Reporting paper]() Recorded evaluation configuration: {"Involved data":"Private & Synthetic"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.