# Graph-level prediction on OGBG-MOLPCBA (val)

Source: [Graph-level prediction on OGBG-MOLPCBA (val)](<https://www.sota2.com/research/sota/graph-level-prediction-on-ogbg-molpcba-val>)

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

Data updated: 2026-02-26T05:22:40.258Z

Evaluation of graph-level prediction performance on the validation split of the OGBG-MOLPCBA dataset, measured using Average Precision (AP).

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-level prediction |
| Dataset (including any stated split) | OGBG-MOLPCBA (val) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [AP](<https://www.sota2.com/research/sota/graph-level-prediction-on-ogbg-molpcba-val.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| GINE++VN | 30.65 | Not recorded | 68fa69a11e209131cea23393 |
| RAN-GIN+VN+FLAG | 30.41 | Not recorded | 68fa69a11e209131cea23393 |
| DeeperGCN+VN+FLAG | 29.52 | Not recorded | 68fa69a11e209131cea23393 |
| GIN+VN+FLAG | 29.12 | Not recorded | 68fa69a11e209131cea23393 |
| GCN+VN+FLAG | 25.56 | Not recorded | 68fa69a11e209131cea23393 |
| RAN-GIN | 25.14 | Not recorded | 68fa69a11e209131cea23393 |
| ChebNet | 23.72 | Not recorded | 68fa69a11e209131cea23393 |
| GIN | 23.05 | Not recorded | 68fa69a11e209131cea23393 |
| SIGN | 21.63 | Not recorded | 68fa69a11e209131cea23393 |
| GCN | 20.59 | Not recorded | 68fa69a11e209131cea23393 |

### GINE++VN

AP: 30.65. Result ID: 698dcbcc8b517eb43323ca4d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

Recorded evaluation configuration: {"No. params":"6,147,029"}. This record does not assert independent reproduction.

### RAN-GIN+VN+FLAG

AP: 30.41. Result ID: 698dcbcc8b517eb43323ca4c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

Recorded evaluation configuration: {"No. params":"5,572,026"}. This record does not assert independent reproduction.

### DeeperGCN+VN+FLAG

AP: 29.52. Result ID: 698dcbcc8b517eb43323ca4b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

Recorded evaluation configuration: {"No. params":"5,550,208"}. This record does not assert independent reproduction.

### GIN+VN+FLAG

AP: 29.12. Result ID: 698dcbcc8b517eb43323ca4a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

Recorded evaluation configuration: {"No. params":"3,374,533"}. This record does not assert independent reproduction.

### GCN+VN+FLAG

AP: 25.56. Result ID: 698dcbcc8b517eb43323ca49.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

Recorded evaluation configuration: {"No. params":"2,017,028"}. This record does not assert independent reproduction.

### RAN-GIN

AP: 25.14. Result ID: 698dcbcc8b517eb43323ca48.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

Recorded evaluation configuration: {"No. params":"1,868,774"}. This record does not assert independent reproduction.

### ChebNet

AP: 23.72. Result ID: 698dcbcc8b517eb43323ca46.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

Recorded evaluation configuration: {"No. params":"1,475,003"}. This record does not assert independent reproduction.

### GIN

AP: 23.05. Result ID: 698dcbcc8b517eb43323ca45.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65651e209131cea09fba.md>)

[Implementation](<https://github.com/weihua916/powerful-gnns>)

Recorded evaluation configuration: {"No. params":"1,923,433"}. This record does not assert independent reproduction.

### SIGN

AP: 21.63. Result ID: 698dcbcc8b517eb43323ca47.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa68ac1e209131cea1daa4.md>)

[Implementation](<https://github.com/snap-stanford/ogb/tree/master/examples/nodeproppred/products>)

Recorded evaluation configuration: {"No. params":"5,516,228"}. This record does not assert independent reproduction.

### GCN

AP: 20.59. Result ID: 698dcbcc8b517eb43323ca44.

[Reporting paper](<https://www.sota2.com/research/paper/68fa69a11e209131cea23393.md>)

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

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

Recorded evaluation configuration: {"No. params":"565,928"}. This record does not assert independent reproduction.

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