# Brain Network Classification on HCPA CORR (test) Source: [Brain Network Classification on HCPA CORR (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:10.310Z Evaluation of brain network classification performance using the HCPA CORR dataset on the test split, reporting metrics such as Accuracy and 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 | Brain Network Classification | | Dataset (including any stated split) | HCPA CORR (test) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher 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 - [Accuracy](): Higher is better; unit: PERCENT. - [F1 Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | BNT | 97.92 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NeuroPath | 96.69 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BolT | 96.4 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | MLP | 96.01 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | GCN | 95.85 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BNT | 94.18 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NAGphormer | 93.67 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NeuroPath | 92.76 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | MLP | 92.57 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | GCN | 91.95 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BolT | 91.68 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BrainGNN | 90.85 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NAGphormer | 90.73 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BrainGNN | 86.06 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | Graphormer | 78.8 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | Graphormer | 78.73 | Not recorded | 68fa5f6e1e209131ce9e9cfd | ### BNT Accuracy: 97.92. Result ID: 698bc7397a967eddb77147ae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### NeuroPath Accuracy: 96.69. Result ID: 698bc7397a967eddb77147b6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### BolT Accuracy: 96.4. Result ID: 698bc7397a967eddb77147b0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### MLP Accuracy: 96.01. Result ID: 698bc7397a967eddb77147a8. [Reporting paper]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### GCN Accuracy: 95.85. Result ID: 698bc7397a967eddb77147aa. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### BNT Accuracy: 94.18. Result ID: 698bc7397a967eddb77147af. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### NAGphormer Accuracy: 93.67. Result ID: 698bc7397a967eddb77147b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### NeuroPath Accuracy: 92.76. Result ID: 698bc7397a967eddb77147b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### MLP Accuracy: 92.57. Result ID: 698bc7397a967eddb77147a9. [Reporting paper]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### GCN Accuracy: 91.95. Result ID: 698bc7397a967eddb77147ab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### BolT Accuracy: 91.68. Result ID: 698bc7397a967eddb77147b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### BrainGNN Accuracy: 90.85. Result ID: 698bc7397a967eddb77147ac. [Reporting paper]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### NAGphormer Accuracy: 90.73. Result ID: 698bc7397a967eddb77147b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### BrainGNN Accuracy: 86.06. Result ID: 698bc7397a967eddb77147ad. [Reporting paper]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### Graphormer Accuracy: 78.8. Result ID: 698bc7397a967eddb77147b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### Graphormer Accuracy: 78.73. Result ID: 698bc7397a967eddb77147b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.