# Node Classification (Micro F1) on ogbn-proteins Source: [Node Classification (Micro F1) on ogbn-proteins]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:42.715Z Evaluation of model performance for Node Classification on the ogbn-proteins graph dataset, measured by Micro F1 score. 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 | Node classification | | Dataset (including any stated split) | ogbproteins | | Metric | Micro F1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 - [Micro F1](): Higher is better; unit: PERCENT. ## Recorded results | Method | Micro F1 | Result date | Report paper | | --- | --- | --- | --- | | ProNE | 76.28 | Not recorded | 68fa713a1e209131cea4fe85 | | DeepWalk | 64.74 | Not recorded | 68fa713a1e209131cea4fe85 | | APT | 62.29 | Not recorded | 68fa713a1e209131cea4fe85 | | APT-R | 62.18 | Not recorded | 68fa713a1e209131cea4fe85 | | APT | 61.64 | Not recorded | 68fa713a1e209131cea4fe85 | | APT-L2 | 60.85 | Not recorded | 68fa713a1e209131cea4fe85 | | APT-G | 60.38 | Not recorded | 68fa713a1e209131cea4fe85 | | APT-P | 60.32 | Not recorded | 68fa713a1e209131cea4fe85 | | APT-L2 | 60.23 | Not recorded | 68fa713a1e209131cea4fe85 | | APT-R | 60.1 | Not recorded | 68fa713a1e209131cea4fe85 | | GCC | 60.08 | Not recorded | 68fa713a1e209131cea4fe85 | | APT-G | 60.02 | Not recorded | 68fa713a1e209131cea4fe85 | | APT-P | 59.86 | Not recorded | 68fa713a1e209131cea4fe85 | | GCC | 59.15 | Not recorded | 68fa713a1e209131cea4fe85 | | GCC | 59.12 | Not recorded | 68fa713a1e209131cea4fe85 | | DGI | 55.98 | Not recorded | 68fa713a1e209131cea4fe85 | | Random | 52.69 | Not recorded | 68fa713a1e209131cea4fe85 | ### ProNE Micro F1: 76.28. Result ID: 6991bd293a6c3148490a4169. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepWalk Micro F1: 64.74. Result ID: 6991bd293a6c3148490a416a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### APT Micro F1: 62.29. Result ID: 6991bd293a6c3148490a4171. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"freezing"}. This record does not assert independent reproduction. ### APT-R Micro F1: 62.18. Result ID: 6991bd293a6c3148490a416f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"freezing"}. This record does not assert independent reproduction. ### APT Micro F1: 61.64. Result ID: 6991bd293a6c3148490a4178. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"fine-tuning"}. This record does not assert independent reproduction. ### APT-L2 Micro F1: 60.85. Result ID: 6991bd293a6c3148490a4177. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"fine-tuning"}. This record does not assert independent reproduction. ### APT-G Micro F1: 60.38. Result ID: 6991bd293a6c3148490a416d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"freezing"}. This record does not assert independent reproduction. ### APT-P Micro F1: 60.32. Result ID: 6991bd293a6c3148490a416e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"freezing"}. This record does not assert independent reproduction. ### APT-L2 Micro F1: 60.23. Result ID: 6991bd293a6c3148490a4170. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"freezing"}. This record does not assert independent reproduction. ### APT-R Micro F1: 60.1. Result ID: 6991bd293a6c3148490a4176. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"fine-tuning"}. This record does not assert independent reproduction. ### GCC Micro F1: 60.08. Result ID: 6991bd293a6c3148490a4173. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"fine-tuning","Initialization":"pretrained"}. This record does not assert independent reproduction. ### APT-G Micro F1: 60.02. Result ID: 6991bd293a6c3148490a4174. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"fine-tuning"}. This record does not assert independent reproduction. ### APT-P Micro F1: 59.86. Result ID: 6991bd293a6c3148490a4175. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Protocol":"fine-tuning"}. This record does not assert independent reproduction. ### GCC Micro F1: 59.15. Result ID: 6991bd293a6c3148490a416c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"freezing"}. This record does not assert independent reproduction. ### GCC Micro F1: 59.12. Result ID: 6991bd293a6c3148490a4172. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Protocol":"fine-tuning","Initialization":"random"}. This record does not assert independent reproduction. ### DGI Micro F1: 55.98. Result ID: 6991bd293a6c3148490a416b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Random Micro F1: 52.69. Result ID: 6991bd293a6c3148490a4168. [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.