# Graph Regression on ZINC Subset

Source: [Graph Regression on ZINC Subset](<https://www.sota2.com/research/sota/graph-regression-on-zinc-subset>)

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

Data updated: 2026-02-26T05:49:01.480Z

Evaluation of models performing graph regression tasks on the ZINC Subset dataset, typically 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 Subset |
| Metric | MAE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 31 of 31 |
| 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-subset.md?metric=MAE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| CIN++ | 0.074 | Not recorded | 68fa6fa31e209131cea46d8e |
| CIN | 0.079 | Not recorded | 68fa6fa31e209131cea46d8e |
| CIN++ | 0.091 | Not recorded | 68fa6fa31e209131cea46d8e |
| CIN | 0.094 | Not recorded | 68fa6fa31e209131cea46d8e |
| GSN | 0.108 | Not recorded | 68fa6fa31e209131cea46d8e |
| HIMP | 0.151 | Not recorded | 68fa6fa31e209131cea46d8e |
| DGN | 0.168 | Not recorded | 68fa6fa31e209131cea46d8e |
| PNA | 0.188 | Not recorded | 68fa6fa31e209131cea46d8e |
| GIN | 0.252 | Not recorded | 68fa6fa31e209131cea46d8e |
| GatedGCN | 0.363 | Not recorded | 68fa6fa31e209131cea46d8e |
| GAT | 0.463 | Not recorded | 68fa6fa31e209131cea46d8e |
| GCN | 0.469 | Not recorded | 68fa6fa31e209131cea46d8e |
| FIT-GNN | 0.573 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.574 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.62 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.625 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.631 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.644 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.645 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.645 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.651 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.652 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.658 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.669 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.671 | Not recorded | 68fa7af51e209131cea85f88 |
| SAGE | 0.685 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.695 | Not recorded | 68fa7af51e209131cea85f88 |
| FIT-GNN | 0.735 | Not recorded | 68fa7af51e209131cea85f88 |
| GAT | 0.736 | Not recorded | 68fa7af51e209131cea85f88 |
| GCN | 0.743 | Not recorded | 68fa7af51e209131cea85f88 |
| GIN | 0.748 | Not recorded | 68fa7af51e209131cea85f88 |

### CIN++

MAE: 0.074. Result ID: 6990f8723a6c31484904b308.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.md>)

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

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

### CIN

MAE: 0.079. Result ID: 6990f8723a6c31484904b306.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.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.

### CIN++

MAE: 0.091. Result ID: 6990f8723a6c31484904b307.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.md>)

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

Recorded evaluation configuration: {"variant":"small"}. This record does not assert independent reproduction.

### CIN

MAE: 0.094. Result ID: 6990f8723a6c31484904b305.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.md>)

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

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

Recorded evaluation configuration: {"variant":"small"}. This record does not assert independent reproduction.

### GSN

MAE: 0.108. Result ID: 6990f8723a6c31484904b304.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.md>)

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

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

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

### HIMP

MAE: 0.151. Result ID: 6990f8723a6c31484904b303.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.md>)

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

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

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

### DGN

MAE: 0.168. Result ID: 6990f8723a6c31484904b302.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.md>)

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

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

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

### PNA

MAE: 0.188. Result ID: 6990f8723a6c31484904b301.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.md>)

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

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

### GIN

MAE: 0.252. Result ID: 6990f8723a6c31484904b300.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.md>)

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

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

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

### GatedGCN

MAE: 0.363. Result ID: 6990f8723a6c31484904b2ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.md>)

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

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

### GAT

MAE: 0.463. Result ID: 6990f8723a6c31484904b2fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.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.

### GCN

MAE: 0.469. Result ID: 6990f8723a6c31484904b2fd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6fa31e209131cea46d8e.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.

### FIT-GNN

MAE: 0.573. Result ID: 698b80377a967eddb76f1ae8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"GCN","Reduction Ratio":0.3}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.574. Result ID: 698b80377a967eddb76f1aeb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"GAT","Reduction Ratio":0.1}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.62. Result ID: 698b80377a967eddb76f1aed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"GAT","Reduction Ratio":0.5}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.625. Result ID: 698b80377a967eddb76f1ae7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"GCN","Reduction Ratio":0.1}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.631. Result ID: 698b80377a967eddb76f1af5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"GIN","Reduction Ratio":0.5}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.644. Result ID: 698b80377a967eddb76f1af3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"GIN","Reduction Ratio":0.1}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.645. Result ID: 698b80377a967eddb76f1ae9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"GCN","Reduction Ratio":0.5}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.645. Result ID: 698b80377a967eddb76f1af2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"SAGE","Reduction Ratio":0.7}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.651. Result ID: 698b80377a967eddb76f1aea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"GCN","Reduction Ratio":0.7}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.652. Result ID: 698b80377a967eddb76f1aec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"GAT","Reduction Ratio":0.3}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.658. Result ID: 698b80377a967eddb76f1aee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"GAT","Reduction Ratio":0.7}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.669. Result ID: 698b80377a967eddb76f1af4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"GIN","Reduction Ratio":0.3}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.671. Result ID: 698b80377a967eddb76f1af0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"SAGE","Reduction Ratio":0.3}. This record does not assert independent reproduction.

### SAGE

MAE: 0.685. Result ID: 698b80377a967eddb76f1ae5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

Recorded evaluation configuration: {"Mode":"Full","Reduction Ratio":1}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.695. Result ID: 698b80377a967eddb76f1af1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"SAGE","Reduction Ratio":0.5}. This record does not assert independent reproduction.

### FIT-GNN

MAE: 0.735. Result ID: 698b80377a967eddb76f1aef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

[Implementation](<https://github.com/Roy-Shubhajit/CoPart-GNN/tree/final>)

Recorded evaluation configuration: {"Backbone":"SAGE","Reduction Ratio":0.1}. This record does not assert independent reproduction.

### GAT

MAE: 0.736. Result ID: 698b80377a967eddb76f1ae4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

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

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

Recorded evaluation configuration: {"Mode":"Full","Reduction Ratio":1}. This record does not assert independent reproduction.

### GCN

MAE: 0.743. Result ID: 698b80377a967eddb76f1ae3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

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

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

Recorded evaluation configuration: {"Mode":"Full","Reduction Ratio":1}. This record does not assert independent reproduction.

### GIN

MAE: 0.748. Result ID: 698b80377a967eddb76f1ae6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7af51e209131cea85f88.md>)

Recorded evaluation configuration: {"Mode":"Full","Reduction Ratio":1}. This record does not assert independent reproduction.

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