# Regression on molesol OGB

Source: [Regression on molesol OGB](<https://www.sota2.com/research/sota/regression-on-molesol-ogb>)

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

Data updated: 2026-02-26T05:59:58.763Z

Evaluation of Regression performance on the molesol OGB dataset, measured using RMSE.

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 | Regression |
| Dataset (including any stated split) | molesol OGB |
| Metric | RMSE |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 26 of 26 |
| 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

- [RMSE](<https://www.sota2.com/research/sota/regression-on-molesol-ogb.md?metric=RMSE>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE | Result date | Report paper |
| --- | --- | --- | --- |
| F-GIN | 0.757 | Not recorded | 68fa6b291e209131cea2c664 |
| AD-GCL-OPT | 0.812 | Not recorded | 68fa6b291e209131cea2c664 |
| DIGRAF | 0.8196 | Not recorded | 68fa757b1e209131cea6842f |
| Sigmoid | 0.884 | Not recorded | 68fa757b1e209131cea6842f |
| AD-GCL-FIX | 0.897 | Not recorded | 68fa6b291e209131cea2c664 |
| DIGRAF (W/O ADAP.) | 0.9011 | Not recorded | 68fa757b1e209131cea6842f |
| GraphCL | 0.91 | Not recorded | 68fa6b291e209131cea2c664 |
| NAD-GCL-OPT | 0.952 | Not recorded | 68fa6b291e209131cea2c664 |
| InfoGraph | 1.005 | Not recorded | 68fa6b291e209131cea2c664 |
| Median | 1.049 | Not recorded | 68fa757b1e209131cea6842f |
| NAD-GCL-FIX | 1.065 | Not recorded | 68fa6b291e209131cea2c664 |
| RU-GIN | 1.075 | Not recorded | 68fa6b291e209131cea2c664 |
| PReLU | 1.098 | Not recorded | 68fa757b1e209131cea6842f |
| ELU | 1.104 | Not recorded | 68fa757b1e209131cea6842f |
| GReLU | 1.108 | Not recorded | 68fa757b1e209131cea6842f |
| Maxout | 1.109 | Not recorded | 68fa757b1e209131cea6842f |
| Swish | 1.113 | Not recorded | 68fa757b1e209131cea6842f |
| GeLU | 1.147 | Not recorded | 68fa757b1e209131cea6842f |
| ReLU | 1.173 | Not recorded | 68fa757b1e209131cea6842f |
| Tanh | 1.19 | Not recorded | 68fa757b1e209131cea6842f |
| Max | 1.199 | Not recorded | 68fa757b1e209131cea6842f |
| LeakyReLU | 1.219 | Not recorded | 68fa757b1e209131cea6842f |
| Re-training from Scratch | 1.3 | Not recorded | 68fa6f321e209131cea445e0 |
| Identity | 1.402 | Not recorded | 68fa757b1e209131cea6842f |
| MetaGP | 2.05 | Not recorded | 68fa6f321e209131cea445e0 |
| Vanilla Reusing | 6.95 | Not recorded | 68fa6f321e209131cea445e0 |

### F-GIN

RMSE: 0.757. Result ID: 698e625effc3901de09d222e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

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

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

Recorded evaluation configuration: {"Downstream Classifier":"Linear Regression + L2","Supervision":"Fully supervised"}. This record does not assert independent reproduction.

### AD-GCL-OPT

RMSE: 0.812. Result ID: 698e625effc3901de09d2235.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

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

Recorded evaluation configuration: {"Downstream Classifier":"Linear Regression + L2"}. This record does not assert independent reproduction.

### DIGRAF

RMSE: 0.8196. Result ID: 6993b7603a6c31484918089f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"DIGRAF"}. This record does not assert independent reproduction.

### Sigmoid

RMSE: 0.884. Result ID: 6993b7603a6c314849180892.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"Sigmoid"}. This record does not assert independent reproduction.

### AD-GCL-FIX

RMSE: 0.897. Result ID: 698e625effc3901de09d2234.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

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

Recorded evaluation configuration: {"Downstream Classifier":"Linear Regression + L2"}. This record does not assert independent reproduction.

### DIGRAF (W/O ADAP.)

RMSE: 0.9011. Result ID: 6993b7603a6c31484918089e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"DIGRAF (W/O ADAP.)"}. This record does not assert independent reproduction.

### GraphCL

RMSE: 0.91. Result ID: 698e625effc3901de09d2231.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69b41e209131cea23935.md>)

Recorded evaluation configuration: {"Downstream Classifier":"Linear Regression + L2"}. This record does not assert independent reproduction.

### NAD-GCL-OPT

RMSE: 0.952. Result ID: 698e625effc3901de09d2233.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

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

Recorded evaluation configuration: {"Downstream Classifier":"Linear Regression + L2"}. This record does not assert independent reproduction.

### InfoGraph

RMSE: 1.005. Result ID: 698e625effc3901de09d2230.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66ed1e209131cea134ca.md>)

Recorded evaluation configuration: {"Downstream Classifier":"Linear Regression + L2"}. This record does not assert independent reproduction.

### Median

RMSE: 1.049. Result ID: 6993b7603a6c31484918089c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7f771e209131cea9a39c.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"Median"}. This record does not assert independent reproduction.

### NAD-GCL-FIX

RMSE: 1.065. Result ID: 698e625effc3901de09d2232.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

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

Recorded evaluation configuration: {"Downstream Classifier":"Linear Regression + L2"}. This record does not assert independent reproduction.

### RU-GIN

RMSE: 1.075. Result ID: 698e625effc3901de09d222f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b291e209131cea2c664.md>)

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

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

Recorded evaluation configuration: {"Downstream Classifier":"Linear Regression + L2"}. This record does not assert independent reproduction.

### PReLU

RMSE: 1.098. Result ID: 6993b7603a6c314849180898.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61b01e209131ce9f5546.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"PReLU"}. This record does not assert independent reproduction.

### ELU

RMSE: 1.104. Result ID: 6993b7603a6c314849180897.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62471e209131ce9f87e8.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"ELU"}. This record does not assert independent reproduction.

### GReLU

RMSE: 1.108. Result ID: 6993b7603a6c31484918089d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bc21e209131cea301cb.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"GReLU"}. This record does not assert independent reproduction.

### Maxout

RMSE: 1.109. Result ID: 6993b7603a6c314849180899.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa610c1e209131ce9f258a.md>)

[Implementation](<http://www-etud.iro.umontreal.ca/~goodfeli/maxout.html>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"Maxout"}. This record does not assert independent reproduction.

### Swish

RMSE: 1.113. Result ID: 6993b7603a6c31484918089a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63be1e209131cea00a3b.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"Swish"}. This record does not assert independent reproduction.

### GeLU

RMSE: 1.147. Result ID: 6993b7603a6c314849180896.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6fa11e209131cea46c57.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"GeLU"}. This record does not assert independent reproduction.

### ReLU

RMSE: 1.173. Result ID: 6993b7603a6c314849180893.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

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

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

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"ReLU"}. This record does not assert independent reproduction.

### Tanh

RMSE: 1.19. Result ID: 6993b7603a6c314849180895.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"Tanh"}. This record does not assert independent reproduction.

### Max

RMSE: 1.199. Result ID: 6993b7603a6c31484918089b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7f771e209131cea9a39c.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"Max"}. This record does not assert independent reproduction.

### LeakyReLU

RMSE: 1.219. Result ID: 6993b7603a6c314849180894.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"LeakyReLU"}. This record does not assert independent reproduction.

### Re-training from Scratch

RMSE: 1.3. Result ID: 6990afb13a6c3148490274af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f321e209131cea445e0.md>)

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

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

Recorded evaluation configuration: {"mode":"from scratch"}. This record does not assert independent reproduction.

### Identity

RMSE: 1.402. Result ID: 6993b7603a6c314849180891.

[Reporting paper](<https://www.sota2.com/research/paper/68fa757b1e209131cea6842f.md>)

Recorded evaluation configuration: {"Backbone":"GIN","Activation":"Identity"}. This record does not assert independent reproduction.

### MetaGP

RMSE: 2.05. Result ID: 6990afb13a6c3148490274ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f321e209131cea445e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f321e209131cea445e0.md>)

Recorded evaluation configuration: {"mode":"reusing","type":"Ours"}. This record does not assert independent reproduction.

### Vanilla Reusing

RMSE: 6.95. Result ID: 6990afb13a6c3148490274ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f321e209131cea445e0.md>)

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

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

Recorded evaluation configuration: {"mode":"reusing"}. This record does not assert independent reproduction.

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