# Image Classification on MNIST S2→S1 Source: [Image Classification on MNIST S2→S1]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:24:48.956Z Evaluation of Image Classification performance on the MNIST S2→S1 dataset split or variant. 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 S2→S1 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 15 of 15 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | S2PLR | 94.5 | Not recorded | 6a1e638bdbd7150506f851b3 | | GraphATA | 94.1 | Not recorded | 6a1e638bdbd7150506f851b3 | | GALA | 94 | Not recorded | 6a1e638bdbd7150506f851b3 | | Ucon SFDA | 93.8 | Not recorded | 6a1e638bdbd7150506f851b3 | | SOGA | 93.8 | Not recorded | 6a1e638bdbd7150506f851b3 | | GraphCTA | 93.5 | Not recorded | 6a1e638bdbd7150506f851b3 | | SF(DA)2 | 93.3 | Not recorded | 6a1e638bdbd7150506f851b3 | | NVC\_LLN | 92.4 | Not recorded | 6a1e638bdbd7150506f851b3 | | SFDA LLN | 92.1 | Not recorded | 6a1e638bdbd7150506f851b3 | | PathNN | 89.6 | Not recorded | 6a1e638bdbd7150506f851b3 | | CIN | 86.3 | Not recorded | 6a1e638bdbd7150506f851b3 | | GIN | 84.8 | Not recorded | 6a1e638bdbd7150506f851b3 | | GMT | 84.6 | Not recorded | 6a1e638bdbd7150506f851b3 | | GCN | 83.2 | Not recorded | 6a1e638bdbd7150506f851b3 | | WL subtree | 13.9 | Not recorded | 6a1e638bdbd7150506f851b3 | ### S2PLR Accuracy: 94.5. Result ID: 6a1ea14dfbc373592c1909e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### GraphATA Accuracy: 94.1. Result ID: 6a1ea14dfbc373592c1909e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### GALA Accuracy: 94. Result ID: 6a1ea14dfbc373592c1909e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### Ucon SFDA Accuracy: 93.8. Result ID: 6a1ea14dfbc373592c1909e2. [Reporting paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### SOGA Accuracy: 93.8. Result ID: 6a1ea14dfbc373592c1909e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### GraphCTA Accuracy: 93.5. Result ID: 6a1ea14dfbc373592c1909e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### SF(DA)2 Accuracy: 93.3. Result ID: 6a1ea14dfbc373592c1909e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### NVC\_LLN Accuracy: 92.4. Result ID: 6a1ea14dfbc373592c1909e1. [Reporting paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### SFDA LLN Accuracy: 92.1. Result ID: 6a1ea14dfbc373592c1909df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### PathNN Accuracy: 89.6. Result ID: 6a1ea14dfbc373592c1909de. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### CIN Accuracy: 86.3. Result ID: 6a1ea14dfbc373592c1909dd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### GIN Accuracy: 84.8. Result ID: 6a1ea14dfbc373592c1909db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### GMT Accuracy: 84.6. Result ID: 6a1ea14dfbc373592c1909dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### GCN Accuracy: 83.2. Result ID: 6a1ea14dfbc373592c1909da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### WL subtree Accuracy: 13.9. Result ID: 6a1ea14dfbc373592c1909d9. [Reporting paper]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.