# Link Prediction on Disease (test)

Source: [Link Prediction on Disease (test)](<https://www.sota2.com/research/sota/link-prediction-on-disease-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:25:54.032Z

Evaluation of Link Prediction performance on the test split of the Disease dataset.

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 | Link Prediction |
| Dataset (including any stated split) | Disease (test) |
| Metric | AUROC |
| 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

- [AUROC](<https://www.sota2.com/research/sota/link-prediction-on-disease-test.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| RResNet Horo | 98.4 | Not recorded | 68fa70eb1e209131cea4dfeb |
| H2H-GCN | 97 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| LGCN | 96.6 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| HYBONET | 96.3 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| NHGCN | 92.8 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| HGCN | 90.8 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| HNN | 75.1 | Not recorded | 68fa70eb1e209131cea4dfeb |
| MLP | 72.6 | Not recorded | 68fa70eb1e209131cea4dfeb |
| GAT | 69.8 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| SAGE | 65.9 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| SGC | 65.1 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| GCN | 64.7 | Not recorded | 68fa6b5e1e209131cea2dc02 |
| Hyp | 63.5 | Not recorded | 68fa70eb1e209131cea4dfeb |
| Euc | 59.8 | Not recorded | 68fa70eb1e209131cea4dfeb |
| Hyp-Mixed | 55.1 | Not recorded | 68fa70eb1e209131cea4dfeb |
| Euc-Mixed | 49.6 | Not recorded | 68fa70eb1e209131cea4dfeb |

### RResNet Horo

AUROC: 98.4. Result ID: 699162293a6c31484907c53d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dfeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dfeb.md>)

Recorded evaluation configuration: {"Model Type":"Deep"}. This record does not assert independent reproduction.

### H2H-GCN

AUROC: 97. Result ID: 698e80dfffc3901de09e26b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b81e209131cea23b17.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### LGCN

AUROC: 96.6. Result ID: 698e80dfffc3901de09e26bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69cd1e209131cea2429f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HYBONET

AUROC: 96.3. Result ID: 698e80dfffc3901de09e26ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfa1e209131cea3162a.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### NHGCN

AUROC: 92.8. Result ID: 698e80dfffc3901de09e26bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HGCN

AUROC: 90.8. Result ID: 698e80dfffc3901de09e26b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f5a.md>)

[Implementation](<http://snap.stanford.edu/hgcn>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HNN

AUROC: 75.1. Result ID: 699162293a6c31484907c53c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dfeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64861e209131cea052f5.md>)

Recorded evaluation configuration: {"Model Type":"Deep"}. This record does not assert independent reproduction.

### MLP

AUROC: 72.6. Result ID: 699162293a6c31484907c53b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dfeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f5a.md>)

[Implementation](<http://snap.stanford.edu/hgcn>)

Recorded evaluation configuration: {"Model Type":"Deep"}. This record does not assert independent reproduction.

### GAT

AUROC: 69.8. Result ID: 698e80dfffc3901de09e26b5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa640b1e209131cea0244e.md>)

[Implementation](<https://github.com/PetarV-/GAT>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SAGE

AUROC: 65.9. Result ID: 698e80dfffc3901de09e26b6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c31e209131cea0664e.md>)

[Implementation](<http://snap.stanford.edu/graphsage/>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### SGC

AUROC: 65.1. Result ID: 698e80dfffc3901de09e26b7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f61e209131cea0d766.md>)

[Implementation](<https://github.com/Tiiiger/SGC>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### GCN

AUROC: 64.7. Result ID: 698e80dfffc3901de09e26b4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b5e1e209131cea2dc02.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa631d1e209131ce9fce45.md>)

[Implementation](<https://github.com/tkipf/gcn>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Hyp

AUROC: 63.5. Result ID: 699162293a6c31484907c538.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dfeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63681e209131ce9fe820.md>)

Recorded evaluation configuration: {"Model Type":"Shallow"}. This record does not assert independent reproduction.

### Euc

AUROC: 59.8. Result ID: 699162293a6c31484907c537.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dfeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f5a.md>)

[Implementation](<http://snap.stanford.edu/hgcn>)

Recorded evaluation configuration: {"Model Type":"Shallow"}. This record does not assert independent reproduction.

### Hyp-Mixed

AUROC: 55.1. Result ID: 699162293a6c31484907c53a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dfeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f5a.md>)

[Implementation](<http://snap.stanford.edu/hgcn>)

Recorded evaluation configuration: {"Model Type":"Shallow"}. This record does not assert independent reproduction.

### Euc-Mixed

AUROC: 49.6. Result ID: 699162293a6c31484907c539.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70eb1e209131cea4dfeb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66911e209131cea10f5a.md>)

[Implementation](<http://snap.stanford.edu/hgcn>)

Recorded evaluation configuration: {"Model Type":"Shallow"}. This record does not assert independent reproduction.

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