# Graph property prediction on PCQM4M-LSC (train) Source: [Graph property prediction on PCQM4M-LSC (train)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:48:57.371Z Evaluation of graph property prediction performance on the training split of the PCQM4M-LSC dataset, measured using Mean Absolute Error (MAE). 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 | Graph property prediction | | Dataset (including any stated split) | PCQM4M-LSC (train) | | Metric | MAE | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 16 of 16 | | 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 - [MAE](): Lower is better; unit: SCALAR. ## Recorded results | Method | MAE | Result date | Report paper | | --- | --- | --- | --- | | Graphormer | 0.0582 | Not recorded | 68fa7a181e209131cea811ca | | Graphormer | 0.0582 | Not recorded | 68fa6b4d1e209131cea2d700 | | OmniVec2 | 0.0594 | Not recorded | 68fa7a181e209131cea811ca | | GraphormerSMALL | 0.0778 | Not recorded | 68fa7a181e209131cea811ca | | Graphormer SMALL | 0.0778 | Not recorded | 68fa6b4d1e209131cea2d700 | | Graph Transformer | 0.0944 | Not recorded | 68fa7a181e209131cea811ca | | GT | 0.0944 | Not recorded | 68fa6b4d1e209131cea2d700 | | Graph Transformer-Wide | 0.0955 | Not recorded | 68fa7a181e209131cea811ca | | GT-Wide | 0.0955 | Not recorded | 68fa6b4d1e209131cea2d700 | | DeeperGCN-VN | 0.1059 | Not recorded | 68fa6b4d1e209131cea2d700 | | GIN-VN | 0.115 | Not recorded | 68fa6b4d1e209131cea2d700 | | GIN | 0.1203 | Not recorded | 68fa6b4d1e209131cea2d700 | | GCN-VN | 0.1225 | Not recorded | 68fa6b4d1e209131cea2d700 | | GINE-VN | 0.1248 | Not recorded | 68fa6b4d1e209131cea2d700 | | GCN | 0.1318 | Not recorded | 68fa6b4d1e209131cea2d700 | | Meta-Transformer-B16F | 0.8034 | Not recorded | 68fa7a181e209131cea811ca | ### Graphormer MAE: 0.0582. Result ID: 698b6d317a967eddb76e7875. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Graphormer MAE: 0.0582. Result ID: 698e7b83ffc3901de09df9ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#param.":"47.1M"}. This record does not assert independent reproduction. ### OmniVec2 MAE: 0.0594. Result ID: 698b6d317a967eddb76e7877. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GraphormerSMALL MAE: 0.0778. Result ID: 698b6d317a967eddb76e7874. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"model\_size":"Small"}. This record does not assert independent reproduction. ### Graphormer SMALL MAE: 0.0778. Result ID: 698e7b83ffc3901de09df9aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#param.":"12.5M"}. This record does not assert independent reproduction. ### Graph Transformer MAE: 0.0944. Result ID: 698b6d317a967eddb76e7872. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GT MAE: 0.0944. Result ID: 698e7b83ffc3901de09df9a8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#param.":"0.6M"}. This record does not assert independent reproduction. ### Graph Transformer-Wide MAE: 0.0955. Result ID: 698b6d317a967eddb76e7873. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"model\_variant":"Wide"}. This record does not assert independent reproduction. ### GT-Wide MAE: 0.0955. Result ID: 698e7b83ffc3901de09df9a9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#param.":"83.2M"}. This record does not assert independent reproduction. ### DeeperGCN-VN MAE: 0.1059. Result ID: 698e7b83ffc3901de09df9a7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#param.":"25.5M"}. This record does not assert independent reproduction. ### GIN-VN MAE: 0.115. Result ID: 698e7b83ffc3901de09df9a5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#param.":"6.7M"}. This record does not assert independent reproduction. ### GIN MAE: 0.1203. Result ID: 698e7b83ffc3901de09df9a3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#param.":"3.8M"}. This record does not assert independent reproduction. ### GCN-VN MAE: 0.1225. Result ID: 698e7b83ffc3901de09df9a4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#param.":"4.9M"}. This record does not assert independent reproduction. ### GINE-VN MAE: 0.1248. Result ID: 698e7b83ffc3901de09df9a6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#param.":"13.2M"}. This record does not assert independent reproduction. ### GCN MAE: 0.1318. Result ID: 698e7b83ffc3901de09df9a2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#param.":"2.0M"}. This record does not assert independent reproduction. ### Meta-Transformer-B16F MAE: 0.8034. Result ID: 698b6d317a967eddb76e7876. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"backbone":"B16F"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.