# AUC Evaluation on QM9 for Molecular Property Prediction

Source: [AUC Evaluation on QM9 for Molecular Property Prediction](<https://www.sota2.com/research/sota/auc-evaluation-on-qm9-for-molecular-property-prediction>)

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

Data updated: 2026-03-27T12:38:27.008Z

Evaluation of model performance on the QM9 dataset for Molecular Property Prediction, specifically reporting the Area Under the Curve (AUC) metric.

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 | Molecular Property Prediction |
| Dataset (including any stated split) | QM9 |
| Metric | AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [AUC](<https://www.sota2.com/research/sota/auc-evaluation-on-qm9-for-molecular-property-prediction.md?metric=AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| LiteGuard | 98.4 | Not recorded | 69c60ef10636e5bf4afc8419 |
| LiteGuard | 83.4 | Not recorded | 69c60ef10636e5bf4afc8419 |
| LiteGuard | 81.2 | Not recorded | 69c60ef10636e5bf4afc8419 |
| LiteGuard | 79.1 | Not recorded | 69c60ef10636e5bf4afc8419 |
| LiteGuard | 77 | Not recorded | 69c60ef10636e5bf4afc8419 |
| GNNFingers | 68.8 | Not recorded | 69c60ef10636e5bf4afc8419 |
| MetaV | 68.1 | Not recorded | 69c60ef10636e5bf4afc8419 |
| MetaV | 67.3 | Not recorded | 69c60ef10636e5bf4afc8419 |
| LiteGuard | 64.5 | Not recorded | 69c60ef10636e5bf4afc8419 |
| GNNFingers | 63.7 | Not recorded | 69c60ef10636e5bf4afc8419 |
| GNNFingers | 62.3 | Not recorded | 69c60ef10636e5bf4afc8419 |
| GNNFingers | 62.1 | Not recorded | 69c60ef10636e5bf4afc8419 |
| MetaV | 60.1 | Not recorded | 69c60ef10636e5bf4afc8419 |
| MetaV | 60.1 | Not recorded | 69c60ef10636e5bf4afc8419 |
| GNNFingers | 58.9 | Not recorded | 69c60ef10636e5bf4afc8419 |
| MetaV | 58 | Not recorded | 69c60ef10636e5bf4afc8419 |
| MetaV | 55 | Not recorded | 69c60ef10636e5bf4afc8419 |
| GNNFingers | 50.6 | Not recorded | 69c60ef10636e5bf4afc8419 |

### LiteGuard

AUC: 98.4. Result ID: 69c679ac47f34ce924b05023.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"Pruning"}. This record does not assert independent reproduction.

### LiteGuard

AUC: 83.4. Result ID: 69c679ac47f34ce924b05024.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"Finetuning"}. This record does not assert independent reproduction.

### LiteGuard

AUC: 81.2. Result ID: 69c679ac47f34ce924b05027.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"P-finetune"}. This record does not assert independent reproduction.

### LiteGuard

AUC: 79.1. Result ID: 69c679ac47f34ce924b05026.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"N-finetune"}. This record does not assert independent reproduction.

### LiteGuard

AUC: 77. Result ID: 69c679ac47f34ce924b05028.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"A-finetune"}. This record does not assert independent reproduction.

### GNNFingers

AUC: 68.8. Result ID: 69c679ac47f34ce924b05017.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"Pruning"}. This record does not assert independent reproduction.

### MetaV

AUC: 68.1. Result ID: 69c679ac47f34ce924b05021.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9d1e209131cea34f10.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"P-finetune"}. This record does not assert independent reproduction.

### MetaV

AUC: 67.3. Result ID: 69c679ac47f34ce924b0501d.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9d1e209131cea34f10.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"Pruning"}. This record does not assert independent reproduction.

### LiteGuard

AUC: 64.5. Result ID: 69c679ac47f34ce924b05025.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"KD"}. This record does not assert independent reproduction.

### GNNFingers

AUC: 63.7. Result ID: 69c679ac47f34ce924b05018.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"Finetuning"}. This record does not assert independent reproduction.

### GNNFingers

AUC: 62.3. Result ID: 69c679ac47f34ce924b0501c.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"A-finetune"}. This record does not assert independent reproduction.

### GNNFingers

AUC: 62.1. Result ID: 69c679ac47f34ce924b0501b.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"P-finetune"}. This record does not assert independent reproduction.

### MetaV

AUC: 60.1. Result ID: 69c679ac47f34ce924b0501e.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9d1e209131cea34f10.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"Finetuning"}. This record does not assert independent reproduction.

### MetaV

AUC: 60.1. Result ID: 69c679ac47f34ce924b05022.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9d1e209131cea34f10.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"A-finetune"}. This record does not assert independent reproduction.

### GNNFingers

AUC: 58.9. Result ID: 69c679ac47f34ce924b0501a.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"N-finetune"}. This record does not assert independent reproduction.

### MetaV

AUC: 58. Result ID: 69c679ac47f34ce924b05020.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9d1e209131cea34f10.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"N-finetune"}. This record does not assert independent reproduction.

### MetaV

AUC: 55. Result ID: 69c679ac47f34ce924b0501f.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9d1e209131cea34f10.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"KD"}. This record does not assert independent reproduction.

### GNNFingers

AUC: 50.6. Result ID: 69c679ac47f34ce924b05019.

[Reporting paper](<https://www.sota2.com/research/paper/69c60ef10636e5bf4afc8419.md>)

Recorded evaluation configuration: {"Backbone":"GNN","Obfuscation Technique":"KD"}. This record does not assert independent reproduction.

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