# Image Classification on CIFAR-10 C0→C2 Source: [Image Classification on CIFAR-10 C0→C2]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:24:52.465Z Evaluation of Image Classification performance on the CIFAR-10 C0→C2 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 C0→C2 | | 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](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | GraphATA | 58.8 | Not recorded | 6a1e638bdbd7150506f851b3 | | GALA | 57.4 | Not recorded | 6a1e638bdbd7150506f851b3 | | GraphCTA | 57 | Not recorded | 6a1e638bdbd7150506f851b3 | | Ucon SFDA | 56.6 | Not recorded | 6a1e638bdbd7150506f851b3 | | S2PLR | 56.4 | Not recorded | 6a1e638bdbd7150506f851b3 | | SOGA | 56.3 | Not recorded | 6a1e638bdbd7150506f851b3 | | NVC\_LLN | 55.5 | Not recorded | 6a1e638bdbd7150506f851b3 | | SFDA LLN | 55.2 | Not recorded | 6a1e638bdbd7150506f851b3 | | SF(DA)2 | 55.1 | Not recorded | 6a1e638bdbd7150506f851b3 | | CIN | 48.1 | Not recorded | 6a1e638bdbd7150506f851b3 | | PathNN | 47.6 | Not recorded | 6a1e638bdbd7150506f851b3 | | GMT | 44.1 | Not recorded | 6a1e638bdbd7150506f851b3 | | GIN | 43.3 | Not recorded | 6a1e638bdbd7150506f851b3 | | GCN | 42 | Not recorded | 6a1e638bdbd7150506f851b3 | | DSBD | 32.28 | Not recorded | 69d33df67d0172140ec7366c | | TDSS | 31.22 | Not recorded | 69d33df67d0172140ec7366c | | StruRW | 31.05 | Not recorded | 69d33df67d0172140ec7366c | | LAD-GNN | 30.15 | Not recorded | 69d33df67d0172140ec7366c | | PA-BOTH | 29.33 | Not recorded | 69d33df67d0172140ec7366c | | TGS | 28.45 | Not recorded | 69d33df67d0172140ec7366c | | G-CRD | 27.12 | Not recorded | 69d33df67d0172140ec7366c | | AdaGMLP | 26.55 | Not recorded | 69d33df67d0172140ec7366c | | A2GNN | 25.66 | Not recorded | 69d33df67d0172140ec7366c | | MuGSI | 24.33 | Not recorded | 69d33df67d0172140ec7366c | | ClustGDD | 23.11 | Not recorded | 69d33df67d0172140ec7366c | | SGDA | 22.45 | Not recorded | 69d33df67d0172140ec7366c | | GAA | 21.55 | Not recorded | 69d33df67d0172140ec7366c | | WL subtree | 9.9 | Not recorded | 6a1e638bdbd7150506f851b3 | ### GraphATA Accuracy: 58.8. Result ID: 6a1ea14dfbc373592c190a13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### GALA Accuracy: 57.4. Result ID: 6a1ea14dfbc373592c190a12. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### GraphCTA Accuracy: 57. Result ID: 6a1ea14dfbc373592c190a11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### Ucon SFDA Accuracy: 56.6. Result ID: 6a1ea14dfbc373592c190a0f. [Reporting paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### S2PLR Accuracy: 56.4. Result ID: 6a1ea14dfbc373592c190a14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### SOGA Accuracy: 56.3. Result ID: 6a1ea14dfbc373592c190a10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### NVC\_LLN Accuracy: 55.5. Result ID: 6a1ea14dfbc373592c190a0e. [Reporting paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### SFDA LLN Accuracy: 55.2. Result ID: 6a1ea14dfbc373592c190a0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### SF(DA)2 Accuracy: 55.1. Result ID: 6a1ea14dfbc373592c190a0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Adaptation":"Source-free"}. This record does not assert independent reproduction. ### CIN Accuracy: 48.1. Result ID: 6a1ea14dfbc373592c190a0a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### PathNN Accuracy: 47.6. Result ID: 6a1ea14dfbc373592c190a0b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### GMT Accuracy: 44.1. Result ID: 6a1ea14dfbc373592c190a09. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### GIN Accuracy: 43.3. Result ID: 6a1ea14dfbc373592c190a08. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### GCN Accuracy: 42. Result ID: 6a1ea14dfbc373592c190a07. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Adaptation":"Source-only"}. This record does not assert independent reproduction. ### DSBD Accuracy: 32.28. Result ID: 69d375ea47f34ce924bb735f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TDSS Accuracy: 31.22. Result ID: 69d375ea47f34ce924bb735e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### StruRW Accuracy: 31.05. Result ID: 69d375ea47f34ce924bb735a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LAD-GNN Accuracy: 30.15. Result ID: 69d375ea47f34ce924bb7356. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PA-BOTH Accuracy: 29.33. Result ID: 69d375ea47f34ce924bb735c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGS Accuracy: 28.45. Result ID: 69d375ea47f34ce924bb7355. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### G-CRD Accuracy: 27.12. Result ID: 69d375ea47f34ce924bb7353. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AdaGMLP Accuracy: 26.55. Result ID: 69d375ea47f34ce924bb7357. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### A2GNN Accuracy: 25.66. Result ID: 69d375ea47f34ce924bb735b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MuGSI Accuracy: 24.33. Result ID: 69d375ea47f34ce924bb7354. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ClustGDD Accuracy: 23.11. Result ID: 69d375ea47f34ce924bb7358. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SGDA Accuracy: 22.45. Result ID: 69d375ea47f34ce924bb7359. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GAA Accuracy: 21.55. Result ID: 69d375ea47f34ce924bb735d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WL subtree Accuracy: 9.9. Result ID: 6a1ea14dfbc373592c190a06. [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.