# Image Classification on CIFAR-10 C2→C0

Source: [Image Classification on CIFAR-10 C2→C0](<https://www.sota2.com/research/sota/image-classification-on-cifar-10-c2-c0>)

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

Data updated: 2026-06-02T09:24:52.508Z

Evaluation of Image Classification performance on the CIFAR-10 C2→C0 dataset variant, reporting standard Accuracy.

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) | CIFAR-10 C2→C0 |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 28 of 28 |
| 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-cifar-10-c2-c0.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| S2PLR | 57.9 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GALA | 56.9 | Not recorded | 6a1e638bdbd7150506f851b3 |
| SOGA | 56.8 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GraphCTA | 56.7 | Not recorded | 6a1e638bdbd7150506f851b3 |
| Ucon SFDA | 54.4 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GraphATA | 54.4 | Not recorded | 6a1e638bdbd7150506f851b3 |
| NVC\_LLN | 54.1 | Not recorded | 6a1e638bdbd7150506f851b3 |
| SFDA LLN | 53.8 | Not recorded | 6a1e638bdbd7150506f851b3 |
| SF(DA)2 | 53.3 | Not recorded | 6a1e638bdbd7150506f851b3 |
| PathNN | 52.1 | Not recorded | 6a1e638bdbd7150506f851b3 |
| CIN | 51.9 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GMT | 50 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GIN | 44.7 | Not recorded | 6a1e638bdbd7150506f851b3 |
| GCN | 43 | Not recorded | 6a1e638bdbd7150506f851b3 |
| DSBD | 34.66 | Not recorded | 69d33df67d0172140ec7366c |
| TDSS | 33.45 | Not recorded | 69d33df67d0172140ec7366c |
| StruRW | 33.15 | Not recorded | 69d33df67d0172140ec7366c |
| LAD-GNN | 32.12 | Not recorded | 69d33df67d0172140ec7366c |
| PA-BOTH | 31.44 | Not recorded | 69d33df67d0172140ec7366c |
| TGS | 30.55 | Not recorded | 69d33df67d0172140ec7366c |
| G-CRD | 29.45 | Not recorded | 69d33df67d0172140ec7366c |
| AdaGMLP | 28.33 | Not recorded | 69d33df67d0172140ec7366c |
| A2GNN | 27.66 | Not recorded | 69d33df67d0172140ec7366c |
| MuGSI | 26.11 | Not recorded | 69d33df67d0172140ec7366c |
| ClustGDD | 25.44 | Not recorded | 69d33df67d0172140ec7366c |
| SGDA | 24.15 | Not recorded | 69d33df67d0172140ec7366c |
| GAA | 23.55 | Not recorded | 69d33df67d0172140ec7366c |
| WL subtree | 10 | Not recorded | 6a1e638bdbd7150506f851b3 |

### S2PLR

Accuracy: 57.9. Result ID: 6a1ea14dfbc373592c190a23.

[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.

### GALA

Accuracy: 56.9. Result ID: 6a1ea14dfbc373592c190a21.

[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.

### SOGA

Accuracy: 56.8. Result ID: 6a1ea14dfbc373592c190a1f.

[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.

### GraphCTA

Accuracy: 56.7. Result ID: 6a1ea14dfbc373592c190a20.

[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.

### Ucon SFDA

Accuracy: 54.4. Result ID: 6a1ea14dfbc373592c190a1e.

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

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

### GraphATA

Accuracy: 54.4. Result ID: 6a1ea14dfbc373592c190a22.

[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: 54.1. Result ID: 6a1ea14dfbc373592c190a1d.

[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: 53.8. Result ID: 6a1ea14dfbc373592c190a1b.

[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.

### SF(DA)2

Accuracy: 53.3. Result ID: 6a1ea14dfbc373592c190a1c.

[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.

### PathNN

Accuracy: 52.1. Result ID: 6a1ea14dfbc373592c190a1a.

[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.

### CIN

Accuracy: 51.9. Result ID: 6a1ea14dfbc373592c190a19.

[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.

### GMT

Accuracy: 50. Result ID: 6a1ea14dfbc373592c190a18.

[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.

### GIN

Accuracy: 44.7. Result ID: 6a1ea14dfbc373592c190a17.

[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: 43. Result ID: 6a1ea14dfbc373592c190a16.

[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.

### DSBD

Accuracy: 34.66. Result ID: 69d375ea47f34ce924bb736c.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TDSS

Accuracy: 33.45. Result ID: 69d375ea47f34ce924bb736b.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa769d1e209131cea6e1ef.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### StruRW

Accuracy: 33.15. Result ID: 69d375ea47f34ce924bb7367.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa21e209131cea46d2d.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LAD-GNN

Accuracy: 32.12. Result ID: 69d375ea47f34ce924bb7363.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PA-BOTH

Accuracy: 31.44. Result ID: 69d375ea47f34ce924bb7369.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73711e209131cea5c815.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TGS

Accuracy: 30.55. Result ID: 69d375ea47f34ce924bb7362.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72701e209131cea564e7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### G-CRD

Accuracy: 29.45. Result ID: 69d375ea47f34ce924bb7360.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e7e1e209131cea4049a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### AdaGMLP

Accuracy: 28.33. Result ID: 69d375ea47f34ce924bb7364.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73441e209131cea5b6d3.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### A2GNN

Accuracy: 27.66. Result ID: 69d375ea47f34ce924bb7368.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72251e209131cea54c83.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MuGSI

Accuracy: 26.11. Result ID: 69d375ea47f34ce924bb7361.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73db1e209131cea5e874.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### ClustGDD

Accuracy: 25.44. Result ID: 69d375ea47f34ce924bb7365.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e01e209131cea7af71.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SGDA

Accuracy: 24.15. Result ID: 69d375ea47f34ce924bb7366.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74f61e209131cea64df7.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GAA

Accuracy: 23.55. Result ID: 69d375ea47f34ce924bb736a.

[Reporting paper](<https://www.sota2.com/research/paper/69d33df67d0172140ec7366c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771c1e209131cea710f5.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### WL subtree

Accuracy: 10. Result ID: 6a1ea14dfbc373592c190a15.

[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.
