# Graph Regression on ZINC-FULL (250k graphs) v1 (test) Source: [Graph Regression on ZINC-FULL (250k graphs) v1 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:49:02.633Z Evaluation of graph regression models on the test split of the ZINC-FULL (250k graphs) v1 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 Regression | | Dataset (including any stated split) | ZINC-FULL (250k graphs) v1 (test) | | 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 | | --- | --- | --- | --- | | CIN | 0.022 | Not recorded | 68fa6bba1e209131cea2fefe | | CIN | 0.022 | Not recorded | 68fa6d911e209131cea3ab2f | | CIN | 0.022 | Not recorded | 68fa71051e209131cea4e9fd | | SSWL+ | 0.022 | Not recorded | 68fa71051e209131cea4e9fd | | I2GNN | 0.023 | Not recorded | 68fa71051e209131cea4e9fd | | MAG-GNN-PRE | 0.023 | Not recorded | 68fa71051e209131cea4e9fd | | SignNet | 0.024 | Not recorded | 68fa6d911e209131cea3ab2f | | NGNN | 0.029 | Not recorded | 68fa71051e209131cea4e9fd | | MAG-GNN | 0.03 | Not recorded | 68fa71051e209131cea4e9fd | | HIMP | 0.036 | Not recorded | 68fa6bba1e209131cea2fefe | | HIMP | 0.036 | Not recorded | 68fa6d911e209131cea3ab2f | | CIN-small | 0.044 | Not recorded | 68fa6bba1e209131cea2fefe | | CIN-small | 0.044 | Not recorded | 68fa6d911e209131cea3ab2f | | RNM | 0.062 | Not recorded | 68fa71051e209131cea4e9fd | | GIN | 0.088 | Not recorded | 68fa6bba1e209131cea2fefe | | GIN | 0.088 | Not recorded | 68fa71051e209131cea4e9fd | ### CIN MAE: 0.022. Result ID: 698ea0bbffc3901de09f4478. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Config":"All methods"}. This record does not assert independent reproduction. ### CIN MAE: 0.022. Result ID: 698faaae3a6c314849faf019. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"domain-specific information":true}. This record does not assert independent reproduction. ### CIN MAE: 0.022. Result ID: 69918ae73a6c31484908dc17. [Reporting paper]() Recorded evaluation configuration: {"# Params":"~100k"}. This record does not assert independent reproduction. ### SSWL+ MAE: 0.022. Result ID: 69918ae73a6c31484908dc1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"# Params":"387k"}. This record does not assert independent reproduction. ### I2GNN MAE: 0.023. Result ID: 69918ae73a6c31484908dc19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MAG-GNN-PRE MAE: 0.023. Result ID: 69918ae73a6c31484908dc1c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Params":"496k"}. This record does not assert independent reproduction. ### SignNet MAE: 0.024. Result ID: 698faaae3a6c314849faf01a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"domain-agnostic":true}. This record does not assert independent reproduction. ### NGNN MAE: 0.029. Result ID: 69918ae73a6c31484908dc18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Params":"~500k"}. This record does not assert independent reproduction. ### MAG-GNN MAE: 0.03. Result ID: 69918ae73a6c31484908dc1b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"# Params":"496k"}. This record does not assert independent reproduction. ### HIMP MAE: 0.036. Result ID: 698ea0bbffc3901de09f4476. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Config":"All methods"}. This record does not assert independent reproduction. ### HIMP MAE: 0.036. Result ID: 698faaae3a6c314849faf017. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"domain-specific information":true}. This record does not assert independent reproduction. ### CIN-small MAE: 0.044. Result ID: 698ea0bbffc3901de09f4477. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Parameter Budget":"100k"}. This record does not assert independent reproduction. ### CIN-small MAE: 0.044. Result ID: 698faaae3a6c314849faf018. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"domain-specific information":true}. This record does not assert independent reproduction. ### RNM MAE: 0.062. Result ID: 69918ae73a6c31484908dc16. [Reporting paper]() Recorded evaluation configuration: {"# Params":"453k"}. This record does not assert independent reproduction. ### GIN MAE: 0.088. Result ID: 698ea0bbffc3901de09f4475. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Config":"All methods"}. This record does not assert independent reproduction. ### GIN MAE: 0.088. Result ID: 69918ae73a6c31484908dc15. [Reporting paper]() [Method origin paper]() [Implementation]() 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.