# Brain Network Classification on HCPA BOLD Aging (test) Source: [Brain Network Classification on HCPA BOLD Aging (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:27:10.332Z Evaluation of brain network classification performance using the test split of the HCPA BOLD Aging dataset, 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 BOLD Aging (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 | | --- | --- | --- | --- | | BolT | 95.78 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NeuroPath | 95.03 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NAGphormer | 94.76 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | MLP | 93.42 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | GCN | 92.94 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BNT | 92.57 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BolT | 91.92 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BrainGNN | 89.38 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NeuroPath | 87.54 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BNT | 86.55 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | GCN | 84.6 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | MLP | 83.64 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | NAGphormer | 82.02 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | BrainGNN | 72.62 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | Graphormer | 65.01 | Not recorded | 68fa5f6e1e209131ce9e9cfd | | Graphormer | 59.63 | Not recorded | 68fa5f6e1e209131ce9e9cfd | ### BolT Accuracy: 95.78. Result ID: 698bc7397a967eddb77147c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### NeuroPath Accuracy: 95.03. Result ID: 698bc7397a967eddb77147c6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### NAGphormer Accuracy: 94.76. Result ID: 698bc7397a967eddb77147c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### MLP Accuracy: 93.42. Result ID: 698bc7397a967eddb77147b8. [Reporting paper]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### GCN Accuracy: 92.94. Result ID: 698bc7397a967eddb77147ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### BNT Accuracy: 92.57. Result ID: 698bc7397a967eddb77147be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### BolT Accuracy: 91.92. Result ID: 698bc7397a967eddb77147c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### BrainGNN Accuracy: 89.38. Result ID: 698bc7397a967eddb77147bc. [Reporting paper]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. ### NeuroPath Accuracy: 87.54. Result ID: 698bc7397a967eddb77147c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### BNT Accuracy: 86.55. Result ID: 698bc7397a967eddb77147bf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### GCN Accuracy: 84.6. Result ID: 698bc7397a967eddb77147bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### MLP Accuracy: 83.64. Result ID: 698bc7397a967eddb77147b9. [Reporting paper]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### NAGphormer Accuracy: 82.02. Result ID: 698bc7397a967eddb77147c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### BrainGNN Accuracy: 72.62. Result ID: 698bc7397a967eddb77147bd. [Reporting paper]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### Graphormer Accuracy: 65.01. Result ID: 698bc7397a967eddb77147c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"dynamic"}. This record does not assert independent reproduction. ### Graphormer Accuracy: 59.63. Result ID: 698bc7397a967eddb77147c2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Temporal Modeling":"static"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.