# Graph Regression on ZINC 12k graphs v1 (test)

Source: [Graph Regression on ZINC 12k graphs v1 (test)](<https://www.sota2.com/research/sota/graph-regression-on-zinc-12k-graphs-v1-test>)

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

Data updated: 2026-02-26T05:49:01.181Z

Evaluation of Graph Regression models on the test split of the ZINC 12k graphs v1 dataset, measured using Mean Absolute Error (MAE).

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 Regression |
| Dataset (including any stated split) | ZINC 12k graphs v1 (test) |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 27 of 27 |
| 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

- [MAE](<https://www.sota2.com/research/sota/graph-regression-on-zinc-12k-graphs-v1-test.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| GPS | 0.07 | Not recorded | 68fa6f961e209131cea46787 |
| Graph MLP-Mixer | 0.073 | Not recorded | 68fa6f961e209131cea46787 |
| CIN | 0.079 | Not recorded | 68fa6bba1e209131cea2fefe |
| CIN | 0.079 | Not recorded | 68fa6f961e209131cea46787 |
| GNN-AK+ | 0.08 | Not recorded | 68fa6f961e209131cea46787 |
| SUN | 0.084 | Not recorded | 68fa6f961e209131cea46787 |
| Graph ViT | 0.085 | Not recorded | 68fa6f961e209131cea46787 |
| CIN-small | 0.094 | Not recorded | 68fa6bba1e209131cea2fefe |
| GSN | 0.108 | Not recorded | 68fa6bba1e209131cea2fefe |
| CIN | 0.115 | Not recorded | 68fa6bba1e209131cea2fefe |
| Graphormer | 0.122 | Not recorded | 68fa6f961e209131cea46787 |
| GSN | 0.139 | Not recorded | 68fa6bba1e209131cea2fefe |
| CIN-small | 0.139 | Not recorded | 68fa6bba1e209131cea2fefe |
| SAN+LapPE | 0.139 | Not recorded | 68fa6f961e209131cea46787 |
| HIMP | 0.151 | Not recorded | 68fa6bba1e209131cea2fefe |
| DGN | 0.168 | Not recorded | 68fa6bba1e209131cea2fefe |
| PNA | 0.188 | Not recorded | 68fa6bba1e209131cea2fefe |
| GraphiT | 0.202 | Not recorded | 68fa6f961e209131cea46787 |
| DGN | 0.219 | Not recorded | 68fa6bba1e209131cea2fefe |
| GT | 0.226 | Not recorded | 68fa6f961e209131cea46787 |
| GIN | 0.252 | Not recorded | 68fa6bba1e209131cea2fefe |
| PNA | 0.32 | Not recorded | 68fa6bba1e209131cea2fefe |
| GatedGCN | 0.363 | Not recorded | 68fa6bba1e209131cea2fefe |
| GIN | 0.408 | Not recorded | 68fa6bba1e209131cea2fefe |
| GatedGCN | 0.422 | Not recorded | 68fa6bba1e209131cea2fefe |
| GAT | 0.463 | Not recorded | 68fa6bba1e209131cea2fefe |
| GCN | 0.469 | Not recorded | 68fa6bba1e209131cea2fefe |

### GPS

MAE: 0.07. Result ID: 6990e1f73a6c314849040256.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

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

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

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

### Graph MLP-Mixer

MAE: 0.073. Result ID: 6990e1f73a6c31484904025b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

[Implementation](<https://github.com/XiaoxinHe/Graph-ViT-MLPMixer>)

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

### CIN

MAE: 0.079. Result ID: 698ea0bbffc3901de09f4474.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Implementation](<https://github.com/twitter-research/cwn>)

Recorded evaluation configuration: {"Edge Features":"With"}. This record does not assert independent reproduction.

### CIN

MAE: 0.079. Result ID: 6990e1f73a6c31484904025a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Implementation](<https://github.com/twitter-research/cwn>)

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

### GNN-AK+

MAE: 0.08. Result ID: 6990e1f73a6c314849040258.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c551e209131cea33531.md>)

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

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

### SUN

MAE: 0.084. Result ID: 6990e1f73a6c314849040259.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dab1e209131cea3b5e3.md>)

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

### Graph ViT

MAE: 0.085. Result ID: 6990e1f73a6c31484904025c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

[Implementation](<https://github.com/XiaoxinHe/Graph-ViT-MLPMixer>)

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

### CIN-small

MAE: 0.094. Result ID: 698ea0bbffc3901de09f4472.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Implementation](<https://github.com/twitter-research/cwn>)

Recorded evaluation configuration: {"Edge Features":"With","Parameter Budget":"100k"}. This record does not assert independent reproduction.

### GSN

MAE: 0.108. Result ID: 698ea0bbffc3901de09f4470.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b21e209131cea4ca49.md>)

[Implementation](<https://github.com/gbouritsas/graph-substructure-networks>)

Recorded evaluation configuration: {"Edge Features":"With"}. This record does not assert independent reproduction.

### CIN

MAE: 0.115. Result ID: 698ea0bbffc3901de09f4473.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Implementation](<https://github.com/twitter-research/cwn>)

Recorded evaluation configuration: {"Edge Features":"No"}. This record does not assert independent reproduction.

### Graphormer

MAE: 0.122. Result ID: 6990e1f73a6c314849040255.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b4d1e209131cea2d700.md>)

[Implementation](<https://github.com/Microsoft/Graphormer>)

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

### GSN

MAE: 0.139. Result ID: 698ea0bbffc3901de09f446f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70b21e209131cea4ca49.md>)

[Implementation](<https://github.com/gbouritsas/graph-substructure-networks>)

Recorded evaluation configuration: {"Edge Features":"No"}. This record does not assert independent reproduction.

### CIN-small

MAE: 0.139. Result ID: 698ea0bbffc3901de09f4471.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Implementation](<https://github.com/twitter-research/cwn>)

Recorded evaluation configuration: {"Edge Features":"No","Parameter Budget":"100k"}. This record does not assert independent reproduction.

### SAN+LapPE

MAE: 0.139. Result ID: 6990e1f73a6c314849040257.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b161e209131cea2c0e4.md>)

[Implementation](<https://github.com/DevinKreuzer/SAN>)

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

### HIMP

MAE: 0.151. Result ID: 698ea0bbffc3901de09f446e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67c71e209131cea183d8.md>)

[Implementation](<https://github.com/rusty1s/himp-gnn>)

Recorded evaluation configuration: {"Edge Features":"With"}. This record does not assert independent reproduction.

### DGN

MAE: 0.168. Result ID: 698ea0bbffc3901de09f446d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea23632.md>)

[Implementation](<https://github.com/Saro00/DGN>)

Recorded evaluation configuration: {"Edge Features":"With"}. This record does not assert independent reproduction.

### PNA

MAE: 0.188. Result ID: 698ea0bbffc3901de09f446b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696e1e209131cea2200e.md>)

Recorded evaluation configuration: {"Edge Features":"With"}. This record does not assert independent reproduction.

### GraphiT

MAE: 0.202. Result ID: 6990e1f73a6c314849040254.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1f1e209131cea26164.md>)

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

### DGN

MAE: 0.219. Result ID: 698ea0bbffc3901de09f446c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69af1e209131cea23632.md>)

[Implementation](<https://github.com/Saro00/DGN>)

Recorded evaluation configuration: {"Edge Features":"No"}. This record does not assert independent reproduction.

### GT

MAE: 0.226. Result ID: 6990e1f73a6c314849040253.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f961e209131cea46787.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e481e209131cea3ef3d.md>)

[Implementation](<https://github.com/graphdeeplearning/benchmarking-gnns>)

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

### GIN

MAE: 0.252. Result ID: 698ea0bbffc3901de09f4469.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

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

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

Recorded evaluation configuration: {"Edge Features":"With"}. This record does not assert independent reproduction.

### PNA

MAE: 0.32. Result ID: 698ea0bbffc3901de09f446a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa696e1e209131cea2200e.md>)

Recorded evaluation configuration: {"Edge Features":"No"}. This record does not assert independent reproduction.

### GatedGCN

MAE: 0.363. Result ID: 698ea0bbffc3901de09f4467.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64421e209131cea038ba.md>)

Recorded evaluation configuration: {"Edge Features":"With"}. This record does not assert independent reproduction.

### GIN

MAE: 0.408. Result ID: 698ea0bbffc3901de09f4468.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

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

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

Recorded evaluation configuration: {"Edge Features":"No"}. This record does not assert independent reproduction.

### GatedGCN

MAE: 0.422. Result ID: 698ea0bbffc3901de09f4466.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64421e209131cea038ba.md>)

Recorded evaluation configuration: {"Edge Features":"No"}. This record does not assert independent reproduction.

### GAT

MAE: 0.463. Result ID: 698ea0bbffc3901de09f4465.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

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

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

Recorded evaluation configuration: {"Edge Features":"No"}. This record does not assert independent reproduction.

### GCN

MAE: 0.469. Result ID: 698ea0bbffc3901de09f4464.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6bba1e209131cea2fefe.md>)

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

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

Recorded evaluation configuration: {"Edge Features":"No"}. This record does not assert independent reproduction.

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