# Graph Classification on Mutagenicity M0→M2 Source: [Graph Classification on Mutagenicity M0→M2]() Collection index: [llms.txt]() Data updated: 2026-06-02T09:24:52.184Z Evaluation of Graph Classification performance on the Mutagenicity dataset, specifically focusing on the transition evaluation between split M0 and M2. 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 | Classification | | Dataset (including any stated split) | Mutagenicity M0→M2 | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 | | --- | --- | --- | --- | | USBD | 72 | Not recorded | 698abbe0c97a0b3e3b5de295 | | GALA | 70.8 | Not recorded | 698abbe0c97a0b3e3b5de295 | | GraphCTA | 70.7 | Not recorded | 698abbe0c97a0b3e3b5de295 | | GraphCTA | 70.5 | Not recorded | 6a1e638bdbd7150506f851b3 | | GALA | 70.3 | Not recorded | 6a1e638bdbd7150506f851b3 | | S²PLR | 69.9 | Not recorded | 6a1e638bdbd7150506f851b3 | | SOGA | 69.8 | Not recorded | 6a1e638bdbd7150506f851b3 | | SF(DA)2 | 69.7 | Not recorded | 698abbe0c97a0b3e3b5de295 | | JacobiConv | 69.4 | Not recorded | 698abbe0c97a0b3e3b5de295 | | SOGA | 69.4 | Not recorded | 698abbe0c97a0b3e3b5de295 | | GraphATA | 69 | Not recorded | 6a1e638bdbd7150506f851b3 | | SF(DA)2 | 68.8 | Not recorded | 6a1e638bdbd7150506f851b3 | | Ucon SFDA | 68.2 | Not recorded | 6a1e638bdbd7150506f851b3 | | SFDA\_LLN | 68.1 | Not recorded | 698abbe0c97a0b3e3b5de295 | | NVC-LLN | 67.8 | Not recorded | 698abbe0c97a0b3e3b5de295 | | PathNN | 67.1 | Not recorded | 698abbe0c97a0b3e3b5de295 | | NVC LLN | 67 | Not recorded | 6a1e638bdbd7150506f851b3 | | SFDA LLN | 66.5 | Not recorded | 6a1e638bdbd7150506f851b3 | | CIN | 66 | Not recorded | 698abbe0c97a0b3e3b5de295 | | GCN | 65.5 | Not recorded | 698abbe0c97a0b3e3b5de295 | | GCN | 63.6 | Not recorded | 6a1e638bdbd7150506f851b3 | | PathNN | 62.9 | Not recorded | 6a1e638bdbd7150506f851b3 | | GMT | 62.1 | Not recorded | 698abbe0c97a0b3e3b5de295 | | GMT | 61.5 | Not recorded | 6a1e638bdbd7150506f851b3 | | CIN | 60.8 | Not recorded | 6a1e638bdbd7150506f851b3 | | GIN | 54.2 | Not recorded | 6a1e638bdbd7150506f851b3 | | GIN | 52 | Not recorded | 698abbe0c97a0b3e3b5de295 | | WL subtree | 47.6 | Not recorded | 6a1e638bdbd7150506f851b3 | | AutoSGNN | 44.2 | Not recorded | 698abbe0c97a0b3e3b5de295 | | WL subtree | 40.4 | Not recorded | 698abbe0c97a0b3e3b5de295 | ### USBD Accuracy: 72. Result ID: 6998da7f5698665ec43e8065. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GALA Accuracy: 70.8. Result ID: 6998da7f5698665ec43e8064. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphCTA Accuracy: 70.7. Result ID: 6998da7f5698665ec43e8063. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphCTA Accuracy: 70.5. Result ID: 6a1ea14dfbc373592c190e3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GALA Accuracy: 70.3. Result ID: 6a1ea14dfbc373592c190e3b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S²PLR Accuracy: 69.9. Result ID: 6a1ea14dfbc373592c190e3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOGA Accuracy: 69.8. Result ID: 6a1ea14dfbc373592c190e39. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SF(DA)2 Accuracy: 69.7. Result ID: 6998da7f5698665ec43e8060. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### JacobiConv Accuracy: 69.4. Result ID: 6998da7f5698665ec43e805d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SOGA Accuracy: 69.4. Result ID: 6998da7f5698665ec43e8062. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphATA Accuracy: 69. Result ID: 6a1ea14dfbc373592c190e3c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SF(DA)2 Accuracy: 68.8. Result ID: 6a1ea14dfbc373592c190e36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Ucon SFDA Accuracy: 68.2. Result ID: 6a1ea14dfbc373592c190e38. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SFDA\_LLN Accuracy: 68.1. Result ID: 6998da7f5698665ec43e805f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NVC-LLN Accuracy: 67.8. Result ID: 6998da7f5698665ec43e8061. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PathNN Accuracy: 67.1. Result ID: 6998da7f5698665ec43e805c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NVC LLN Accuracy: 67. Result ID: 6a1ea14dfbc373592c190e37. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SFDA LLN Accuracy: 66.5. Result ID: 6a1ea14dfbc373592c190e35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CIN Accuracy: 66. Result ID: 6998da7f5698665ec43e805b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Accuracy: 65.5. Result ID: 6998da7f5698665ec43e8058. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GCN Accuracy: 63.6. Result ID: 6a1ea14dfbc373592c190e30. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PathNN Accuracy: 62.9. Result ID: 6a1ea14dfbc373592c190e34. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GMT Accuracy: 62.1. Result ID: 6998da7f5698665ec43e805a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GMT Accuracy: 61.5. Result ID: 6a1ea14dfbc373592c190e32. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CIN Accuracy: 60.8. Result ID: 6a1ea14dfbc373592c190e33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GIN Accuracy: 54.2. Result ID: 6a1ea14dfbc373592c190e31. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GIN Accuracy: 52. Result ID: 6998da7f5698665ec43e8059. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WL subtree Accuracy: 47.6. Result ID: 6a1ea14dfbc373592c190e2f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoSGNN Accuracy: 44.2. Result ID: 6998da7f5698665ec43e805e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### WL subtree Accuracy: 40.4. Result ID: 6998da7f5698665ec43e8057. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.