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

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

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

Data updated: 2026-02-26T05:22:59.188Z

Evaluation of Graph-level prediction performance on the test 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 (test) |
| Metric | AP |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 35 of 35 |
| 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-test.md?metric=AP>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AP | Result date | Report paper |
| --- | --- | --- | --- |
| GPS+LapPE | 29.39 | Not recorded | 68fa77fe1e209131cea76489 |
| GINE++VN | 29.17 | Not recorded | 68fa69a11e209131cea23393 |
| GPS+GFSE | 29.16 | Not recorded | 68fa77fe1e209131cea76489 |
| GPS+GPSE | 29.11 | Not recorded | 68fa77fe1e209131cea76489 |
| GPS+RWSE | 29.07 | Not recorded | 68fa77fe1e209131cea76489 |
| RAN-GIN+VN+FLAG | 28.79 | Not recorded | 68fa69a11e209131cea23393 |
| GPS | 28.69 | Not recorded | 68fa77fe1e209131cea76489 |
| DeeperGCN+VN+FLAG | 28.42 | Not recorded | 68fa69a11e209131cea23393 |
| GIN+GFSE | 28.39 | Not recorded | 68fa77fe1e209131cea76489 |
| GIN+VN+FLAG | 28.34 | Not recorded | 68fa69a11e209131cea23393 |
| PNA | 28.1 | Not recorded | 68fa71d41e209131cea533b9 |
| PNA | 27.9 | Not recorded | 68fa71d41e209131cea533b9 |
| GIN+RWSE | 27.81 | Not recorded | 68fa77fe1e209131cea76489 |
| GIN+GPSE | 27.65 | Not recorded | 68fa77fe1e209131cea76489 |
| GIN | 27.03 | Not recorded | 68fa77fe1e209131cea76489 |
| GIN+LapPE | 27.01 | Not recorded | 68fa77fe1e209131cea76489 |
| GatedGCN | 26.8 | Not recorded | 68fa71d41e209131cea533b9 |
| GatedGCN | 26.6 | Not recorded | 68fa71d41e209131cea533b9 |
| GatedGCN | 26.2 | Not recorded | 68fa71d41e209131cea533b9 |
| RAN-GIN | 24.93 | Not recorded | 68fa69a11e209131cea23393 |
| GCN+GFSE | 24.77 | Not recorded | 68fa77fe1e209131cea76489 |
| GCN+RWSE | 24.38 | Not recorded | 68fa77fe1e209131cea76489 |
| GCN | 24.24 | Not recorded | 68fa77fe1e209131cea76489 |
| GCN+LapPE | 24.17 | Not recorded | 68fa77fe1e209131cea76489 |
| GCN+VN+FLAG | 23.84 | Not recorded | 68fa69a11e209131cea23393 |
| TF+GFSE | 23.76 | Not recorded | 68fa77fe1e209131cea76489 |
| ChebNet | 23.06 | Not recorded | 68fa69a11e209131cea23393 |
| GIN | 22.66 | Not recorded | 68fa69a11e209131cea23393 |
| TF+RWSE | 20.83 | Not recorded | 68fa77fe1e209131cea76489 |
| SIGN | 20.47 | Not recorded | 68fa69a11e209131cea23393 |
| TF+GPSE | 20.4 | Not recorded | 68fa77fe1e209131cea76489 |
| GCN | 20.2 | Not recorded | 68fa69a11e209131cea23393 |
| GCN+GPSE | 19.58 | Not recorded | 68fa77fe1e209131cea76489 |
| TF+LapPE | 17.84 | Not recorded | 68fa77fe1e209131cea76489 |
| Transformer | 8.08 | Not recorded | 68fa77fe1e209131cea76489 |

### GPS+LapPE

AP: 29.39. Result ID: 699e17755698665ec4d0190c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab2f.md>)

[Implementation](<https://github.com/cptq/SignNet-BasisNet>)

Recorded evaluation configuration: {"Backbone":"GPS","Structural Encoding":"LapPE"}. This record does not assert independent reproduction.

### GINE++VN

AP: 29.17. Result ID: 698dcbcc8b517eb43323ca43.

[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.

### GPS+GFSE

AP: 29.16. Result ID: 699e17755698665ec4d0190f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

Recorded evaluation configuration: {"Backbone":"GPS","Structural Encoding":"GFSE"}. This record does not assert independent reproduction.

### GPS+GPSE

AP: 29.11. Result ID: 699e17755698665ec4d0190e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73961e209131cea5d6c5.md>)

Recorded evaluation configuration: {"Backbone":"GPS","Structural Encoding":"GPSE"}. This record does not assert independent reproduction.

### GPS+RWSE

AP: 29.07. Result ID: 699e17755698665ec4d0190d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc71e209131cea3042f.md>)

[Implementation](<https://github.com/vijaydwivedi75/gnn-lspe>)

Recorded evaluation configuration: {"Backbone":"GPS","Structural Encoding":"RWSE"}. This record does not assert independent reproduction.

### RAN-GIN+VN+FLAG

AP: 28.79. Result ID: 698dcbcc8b517eb43323ca42.

[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.

### GPS

AP: 28.69. Result ID: 699e17755698665ec4d0190b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e5a1e209131cea3f4dc.md>)

[Implementation](<https://github.com/rampasek/GraphGPS>)

Recorded evaluation configuration: {"Backbone":"GPS","Structural Encoding":"None"}. This record does not assert independent reproduction.

### DeeperGCN+VN+FLAG

AP: 28.42. Result ID: 698dcbcc8b517eb43323ca41.

[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+GFSE

AP: 28.39. Result ID: 699e17755698665ec4d01905.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Structural Encoding":"GFSE"}. This record does not assert independent reproduction.

### GIN+VN+FLAG

AP: 28.34. Result ID: 698dcbcc8b517eb43323ca40.

[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.

### PNA

AP: 28.1. Result ID: 6991e7e53a6c3148490b5ad6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71d41e209131cea533b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d41e209131cea533b9.md>)

[Implementation](<https://github.com/PKU-ML/LaplacianCanonization>)

Recorded evaluation configuration: {"Positional Encoding":"MAP","k":16,"Number of Parameters":"4612K"}. This record does not assert independent reproduction.

### PNA

AP: 27.9. Result ID: 6991e7e53a6c3148490b5ad5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71d41e209131cea533b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d41e209131cea533b9.md>)

[Implementation](<https://github.com/PKU-ML/LaplacianCanonization>)

Recorded evaluation configuration: {"Positional Encoding":"None","k":0,"Number of Parameters":"6551K"}. This record does not assert independent reproduction.

### GIN+RWSE

AP: 27.81. Result ID: 699e17755698665ec4d01903.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc71e209131cea3042f.md>)

[Implementation](<https://github.com/vijaydwivedi75/gnn-lspe>)

Recorded evaluation configuration: {"Backbone":"GIN","Structural Encoding":"RWSE"}. This record does not assert independent reproduction.

### GIN+GPSE

AP: 27.65. Result ID: 699e17755698665ec4d01904.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73961e209131cea5d6c5.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Structural Encoding":"GPSE"}. This record does not assert independent reproduction.

### GIN

AP: 27.03. Result ID: 699e17755698665ec4d01901.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

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

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

Recorded evaluation configuration: {"Backbone":"GIN","Structural Encoding":"None"}. This record does not assert independent reproduction.

### GIN+LapPE

AP: 27.01. Result ID: 699e17755698665ec4d01902.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab2f.md>)

[Implementation](<https://github.com/cptq/SignNet-BasisNet>)

Recorded evaluation configuration: {"Backbone":"GIN","Structural Encoding":"LapPE"}. This record does not assert independent reproduction.

### GatedGCN

AP: 26.8. Result ID: 6991e7e53a6c3148490b5ad4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71d41e209131cea533b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d41e209131cea533b9.md>)

[Implementation](<https://github.com/PKU-ML/LaplacianCanonization>)

Recorded evaluation configuration: {"Positional Encoding":"MAP","k":3,"Number of Parameters":"2658K"}. This record does not assert independent reproduction.

### GatedGCN

AP: 26.6. Result ID: 6991e7e53a6c3148490b5ad3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71d41e209131cea533b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d41e209131cea533b9.md>)

[Implementation](<https://github.com/PKU-ML/LaplacianCanonization>)

Recorded evaluation configuration: {"Positional Encoding":"LapPE + RS","k":3,"Number of Parameters":"1009K"}. This record does not assert independent reproduction.

### GatedGCN

AP: 26.2. Result ID: 6991e7e53a6c3148490b5ad2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa71d41e209131cea533b9.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d41e209131cea533b9.md>)

[Implementation](<https://github.com/PKU-ML/LaplacianCanonization>)

Recorded evaluation configuration: {"Positional Encoding":"None","k":0,"Number of Parameters":"1008K"}. This record does not assert independent reproduction.

### RAN-GIN

AP: 24.93. Result ID: 698dcbcc8b517eb43323ca3e.

[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.

### GCN+GFSE

AP: 24.77. Result ID: 699e17755698665ec4d01900.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

Recorded evaluation configuration: {"Backbone":"GCN","Structural Encoding":"GFSE"}. This record does not assert independent reproduction.

### GCN+RWSE

AP: 24.38. Result ID: 699e17755698665ec4d018fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc71e209131cea3042f.md>)

[Implementation](<https://github.com/vijaydwivedi75/gnn-lspe>)

Recorded evaluation configuration: {"Backbone":"GCN","Structural Encoding":"RWSE"}. This record does not assert independent reproduction.

### GCN

AP: 24.24. Result ID: 699e17755698665ec4d018fc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

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

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

Recorded evaluation configuration: {"Backbone":"GCN","Structural Encoding":"None"}. This record does not assert independent reproduction.

### GCN+LapPE

AP: 24.17. Result ID: 699e17755698665ec4d018fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab2f.md>)

[Implementation](<https://github.com/cptq/SignNet-BasisNet>)

Recorded evaluation configuration: {"Backbone":"GCN","Structural Encoding":"LapPE"}. This record does not assert independent reproduction.

### GCN+VN+FLAG

AP: 23.84. Result ID: 698dcbcc8b517eb43323ca3f.

[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.

### TF+GFSE

AP: 23.76. Result ID: 699e17755698665ec4d0190a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

Recorded evaluation configuration: {"Backbone":"Transformer","Structural Encoding":"GFSE"}. This record does not assert independent reproduction.

### ChebNet

AP: 23.06. Result ID: 698dcbcc8b517eb43323ca3c.

[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: 22.66. Result ID: 698dcbcc8b517eb43323ca3b.

[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.

### TF+RWSE

AP: 20.83. Result ID: 699e17755698665ec4d01908.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc71e209131cea3042f.md>)

[Implementation](<https://github.com/vijaydwivedi75/gnn-lspe>)

Recorded evaluation configuration: {"Backbone":"Transformer","Structural Encoding":"RWSE"}. This record does not assert independent reproduction.

### SIGN

AP: 20.47. Result ID: 698dcbcc8b517eb43323ca3d.

[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.

### TF+GPSE

AP: 20.4. Result ID: 699e17755698665ec4d01909.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73961e209131cea5d6c5.md>)

Recorded evaluation configuration: {"Backbone":"Transformer","Structural Encoding":"GPSE"}. This record does not assert independent reproduction.

### GCN

AP: 20.2. Result ID: 698dcbcc8b517eb43323ca3a.

[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.

### GCN+GPSE

AP: 19.58. Result ID: 699e17755698665ec4d018ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73961e209131cea5d6c5.md>)

Recorded evaluation configuration: {"Backbone":"GCN","Structural Encoding":"GPSE"}. This record does not assert independent reproduction.

### TF+LapPE

AP: 17.84. Result ID: 699e17755698665ec4d01907.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d911e209131cea3ab2f.md>)

[Implementation](<https://github.com/cptq/SignNet-BasisNet>)

Recorded evaluation configuration: {"Backbone":"Transformer","Structural Encoding":"LapPE"}. This record does not assert independent reproduction.

### Transformer

AP: 8.08. Result ID: 699e17755698665ec4d01906.

[Reporting paper](<https://www.sota2.com/research/paper/68fa77fe1e209131cea76489.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa703d1e209131cea49db1.md>)

[Implementation](<https://github.com/tensorflow/tensor2tensor>)

Recorded evaluation configuration: {"Backbone":"Transformer","Structural Encoding":"None"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.