# Image Classification on MNIST S1→S2

Source: [Image Classification on MNIST S1→S2](<https://www.sota2.com/research/sota/image-classification-on-mnist-s1-s2>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-06-02T09:24:48.922Z

Evaluation of Image Classification performance on the MNIST S1→S2 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 S1→S2 |
| 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](<https://www.sota2.com/research/sota/image-classification-on-mnist-s1-s2.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| S2PLR | 94.3 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GraphCTA | 94.1 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GALA | 93.9 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GraphATA | 93.3 | Not recorded | 6a1e638bdbd7150506f851b3 |
| NVC\_LLN | 93.2 | Not recorded | 6a1e638bdbd7150506f851b3 |
| SOGA | 93.2 | Not recorded | 6a1e638bdbd7150506f851b3 |
| SF(DA)2 | 93.1 | Not recorded | 6a1e638bdbd7150506f851b3 |
| Ucon SFDA | 92.9 | Not recorded | 6a1e638bdbd7150506f851b3 |
| SFDA LLN | 92.7 | Not recorded | 6a1e638bdbd7150506f851b3 |
| CIN | 86.5 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GIN | 83.2 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GCN | 81.5 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GMT | 80.9 | Not recorded | 6a1e638bdbd7150506f851b3 |
| PathNN | 79.9 | Not recorded | 6a1e638bdbd7150506f851b3 |
| WL subtree | 18 | Not recorded | 6a1e638bdbd7150506f851b3 |

### S2PLR

Accuracy: 94.3. Result ID: 6a1ea14dfbc373592c1909d8.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction.

### GraphCTA

Accuracy: 94.1. Result ID: 6a1ea14dfbc373592c1909d5.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72661e209131cea56404.md>)

Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction.

### GALA

Accuracy: 93.9. Result ID: 6a1ea14dfbc373592c1909d6.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa754f1e209131cea67033.md>)

[Implementation](<https://github.com/luo-junyu/GALA>)

Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction.

### GraphATA

Accuracy: 93.3. Result ID: 6a1ea14dfbc373592c1909d7.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d11e209131cea6f44d.md>)

Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction.

### NVC\_LLN

Accuracy: 93.2. Result ID: 6a1ea14dfbc373592c1909d2.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction.

### SOGA

Accuracy: 93.2. Result ID: 6a1ea14dfbc373592c1909d4.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71581e209131cea50b07.md>)

Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction.

### SF(DA)2

Accuracy: 93.1. Result ID: 6a1ea14dfbc373592c1909d1.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72961e209131cea5755b.md>)

Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction.

### Ucon SFDA

Accuracy: 92.9. Result ID: 6a1ea14dfbc373592c1909d3.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction.

### SFDA LLN

Accuracy: 92.7. Result ID: 6a1ea14dfbc373592c1909d0.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e961e209131cea40e4b.md>)

Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction.

### CIN

Accuracy: 86.5. Result ID: 6a1ea14dfbc373592c1909ce.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Implementation](<https://github.com/twitter-research/cwn>)

Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction.

### GIN

Accuracy: 83.2. Result ID: 6a1ea14dfbc373592c1909cc.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65651e209131cea09fba.md>)

[Implementation](<https://github.com/weihua916/powerful-gnns>)

Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction.

### GCN

Accuracy: 81.5. Result ID: 6a1ea14dfbc373592c1909cb.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631d1e209131ce9fce45.md>)

[Implementation](<https://github.com/tkipf/gcn>)

Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction.

### GMT

Accuracy: 80.9. Result ID: 6a1ea14dfbc373592c1909cd.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3b1e209131cea26d1c.md>)

[Implementation](<https://github.com/JinheonBaek/GMT>)

Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction.

### PathNN

Accuracy: 79.9. Result ID: 6a1ea14dfbc373592c1909cf.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fbd1e209131cea4726d.md>)

[Implementation](<https://github.com/gasmichel/PathNNs_expressive>)

Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction.

### WL subtree

Accuracy: 18. Result ID: 6a1ea14dfbc373592c1909ca.

[Reporting paper](<https://www.sota2.com/research/paper/6a1e638bdbd7150506f851b3.md>)

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.
