# Disorder Diagnosis (HC vs. BD) on U center Source: [Disorder Diagnosis (HC vs. BD) on U center]() Collection index: [llms.txt]() Data updated: 2026-03-23T10:24:06.229Z Evaluation of binary classification performance distinguishing between Healthy Control (HC) and Bipolar Disorder (BD) using the U center dataset, reporting Accuracy (ACC) and AUC. 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 | Disorder Diagnosis (HC vs. BD) | | Dataset (including any stated split) | U center | | Metric | Accuracy (ACC) | | 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 - [Accuracy (ACC)](): Higher is better; unit: PERCENT. - [AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy (ACC) | Result date | Report paper | | --- | --- | --- | --- | | KD-Brain | 76.8 | Not recorded | 69c0c9020636e5bf4afc3b64 | | CAGT | 76.3 | Not recorded | 69c0c9020636e5bf4afc3b64 | | BNT | 75.1 | Not recorded | 69c0c9020636e5bf4afc3b64 | | KD-Brain | 75 | Not recorded | 69c0c9020636e5bf4afc3b64 | | Com-BrainTF | 74 | Not recorded | 69c0c9020636e5bf4afc3b64 | | KD-Brain | 74 | Not recorded | 69c0c9020636e5bf4afc3b64 | | KD-Brain | 74 | Not recorded | 69c0c9020636e5bf4afc3b64 | | EAG-RS | 73 | Not recorded | 69c0c9020636e5bf4afc3b64 | | KD-Brain | 73 | Not recorded | 69c0c9020636e5bf4afc3b64 | | KD-Brain | 72.7 | Not recorded | 69c0c9020636e5bf4afc3b64 | | STAGIN | 72.4 | Not recorded | 69c0c9020636e5bf4afc3b64 | | HeBrainGNN | 71.9 | Not recorded | 69c0c9020636e5bf4afc3b64 | | BrainGNN | 71.4 | Not recorded | 69c0c9020636e5bf4afc3b64 | | SVM-RFE | 70.9 | Not recorded | 69c0c9020636e5bf4afc3b64 | | FNDL | 70.9 | Not recorded | 69c0c9020636e5bf4afc3b64 | | MDGL | 69.8 | Not recorded | 69c0c9020636e5bf4afc3b64 | | MVS-GCN | 69.2 | Not recorded | 69c0c9020636e5bf4afc3b64 | ### KD-Brain Accuracy (ACC): 76.8. Result ID: 69c1147247f34ce924a92364. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hyperparameter q":"2"}. This record does not assert independent reproduction. ### CAGT Accuracy (ACC): 76.3. Result ID: 69c1147247f34ce924a92362. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BNT Accuracy (ACC): 75.1. Result ID: 69c1147247f34ce924a92360. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KD-Brain Accuracy (ACC): 75. Result ID: 69c1147247f34ce924a92363. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hyperparameter q":"1"}. This record does not assert independent reproduction. ### Com-BrainTF Accuracy (ACC): 74. Result ID: 69c1147247f34ce924a92361. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KD-Brain Accuracy (ACC): 74. Result ID: 69c1147247f34ce924a92365. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Hyperparameter q":"3"}. This record does not assert independent reproduction. ### KD-Brain Accuracy (ACC): 74. Result ID: 69c1147247f34ce924a92368. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ablation Components":"w/o Lpmc"}. This record does not assert independent reproduction. ### EAG-RS Accuracy (ACC): 73. Result ID: 69c1147247f34ce924a9235f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KD-Brain Accuracy (ACC): 73. Result ID: 69c1147247f34ce924a92366. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Knowledge Distillation Strategy":"SSIL -\> GAT"}. This record does not assert independent reproduction. ### KD-Brain Accuracy (ACC): 72.7. Result ID: 69c1147247f34ce924a92367. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ablation Components":"w/o Hsp"}. This record does not assert independent reproduction. ### STAGIN Accuracy (ACC): 72.4. Result ID: 69c1147247f34ce924a9235b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HeBrainGNN Accuracy (ACC): 71.9. Result ID: 69c1147247f34ce924a9235e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BrainGNN Accuracy (ACC): 71.4. Result ID: 69c1147247f34ce924a9235c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SVM-RFE Accuracy (ACC): 70.9. Result ID: 69c1147247f34ce924a92358. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FNDL Accuracy (ACC): 70.9. Result ID: 69c1147247f34ce924a92359. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MDGL Accuracy (ACC): 69.8. Result ID: 69c1147247f34ce924a9235a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MVS-GCN Accuracy (ACC): 69.2. Result ID: 69c1147247f34ce924a9235d. [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.