# Image Classification on MNIST (Convergence Time Metrics) Source: [Image Classification on MNIST (Convergence Time Metrics)]() Collection index: [llms.txt]() Data updated: 2026-05-12T11:47:56.264Z Evaluation of Image Classification performance on the MNIST dataset, focusing on convergence efficiency by reporting the wall-clock time required to achieve specific accuracy milestones (e.g., 80%, 85%) and the final maximum accuracy achieved. 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 | | Metric | Time to 80% Acc (s) | | Unit | TIME | | Direction | Lower 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 - [Time to 80% Acc (s)](): Lower is better; unit: TIME. - [Time to 85% Acc (s)](): Lower is better; unit: TIME. - [Max Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | Time to 80% Acc (s) | Result date | Report paper | | --- | --- | --- | --- | | FAR-SIGN | 19 | Not recorded | 6a02b465dbc836b87d824ab7 | | Trimmed Mean | 266 | Not recorded | 6a02b465dbc836b87d824ab7 | | Multi-Krum | 268 | Not recorded | 6a02b465dbc836b87d824ab7 | | Median | 280 | Not recorded | 6a02b465dbc836b87d824ab7 | | RFA | 285 | Not recorded | 6a02b465dbc836b87d824ab7 | | Bulyan | 408 | Not recorded | 6a02b465dbc836b87d824ab7 | | Krum | 643 | Not recorded | 6a02b465dbc836b87d824ab7 | ### FAR-SIGN Time to 80% Acc (s): 19. Result ID: 6a03135a47f34ce924e700e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MLP","Byzantine workers":"24%","Clients":"51"}. This record does not assert independent reproduction. ### Trimmed Mean Time to 80% Acc (s): 266. Result ID: 6a03135a47f34ce924e700e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MLP","Byzantine workers":"24%","Clients":"51"}. This record does not assert independent reproduction. ### Multi-Krum Time to 80% Acc (s): 268. Result ID: 6a03135a47f34ce924e700e4. [Reporting paper]() Recorded evaluation configuration: {"Model":"MLP","Byzantine workers":"24%","Clients":"51"}. This record does not assert independent reproduction. ### Median Time to 80% Acc (s): 280. Result ID: 6a03135a47f34ce924e700e5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MLP","Byzantine workers":"24%","Clients":"51"}. This record does not assert independent reproduction. ### RFA Time to 80% Acc (s): 285. Result ID: 6a03135a47f34ce924e700e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MLP","Byzantine workers":"24%","Clients":"51"}. This record does not assert independent reproduction. ### Bulyan Time to 80% Acc (s): 408. Result ID: 6a03135a47f34ce924e700e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MLP","Byzantine workers":"24%","Clients":"51"}. This record does not assert independent reproduction. ### Krum Time to 80% Acc (s): 643. Result ID: 6a03135a47f34ce924e700e7. [Reporting paper]() Recorded evaluation configuration: {"Model":"MLP","Byzantine workers":"24%","Clients":"51"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.