# Molecular property prediction on MUV Source: [Molecular property prediction on MUV]() Collection index: [llms.txt]() Data updated: 2026-04-30T07:10:18.077Z Evaluation of model performance on the MUV dataset for molecular property prediction tasks, typically measured using ROC-AUC. 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) | MUV | | Metric | ROC AUC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [ROC AUC](): Higher is better; unit: PERCENT. ## Recorded results | Method | ROC AUC | Result date | Report paper | | --- | --- | --- | --- | | GMCL | 78.03 | Not recorded | 69f2e22855a3c32af89fc715 | | GraphMAE | 76.3 | Not recorded | 68fa6d011e209131cea373c0 | | GraphLoG | 76 | Not recorded | 68fa6d011e209131cea373c0 | | AutoGCL | 75.83 | Not recorded | 69f2e22855a3c32af89fc715 | | ContextPred | 75.8 | Not recorded | 68fa6d011e209131cea373c0 | | ContextPred | 75.8 | Not recorded | 69f2e22855a3c32af89fc715 | | CHCL | 75.43 | Not recorded | 69f2e22855a3c32af89fc715 | | Infomax | 75.3 | Not recorded | 68fa6d011e209131cea373c0 | | Infomax | 75.3 | Not recorded | 69f2e22855a3c32af89fc715 | | AttrMasking | 74.7 | Not recorded | 68fa6d011e209131cea373c0 | | AttrMasking | 74.7 | Not recorded | 69f2e22855a3c32af89fc715 | | EdgePred | 74.1 | Not recorded | 69f2e22855a3c32af89fc715 | | AD-GCL | 72.3 | Not recorded | 69f2e22855a3c32af89fc715 | | No Pretrain | 71.8 | Not recorded | 69f2e22855a3c32af89fc715 | | No-pretrain | 71.7 | Not recorded | 68fa6d011e209131cea373c0 | | JOAO | 71.7 | Not recorded | 68fa6d011e209131cea373c0 | | JOAO | 71.66 | Not recorded | 69f2e22855a3c32af89fc715 | | GraphCL | 69.8 | Not recorded | 68fa6d011e209131cea373c0 | | GraphCL | 69.8 | Not recorded | 69f2e22855a3c32af89fc715 | ### GMCL ROC AUC: 78.03. Result ID: 69f3005547f34ce924d8f4b9. [Reporting paper]() Recorded evaluation configuration: {"Model":"GMCL"}. This record does not assert independent reproduction. ### GraphMAE ROC AUC: 76.3. Result ID: 698f71c53a6c314849f89b89. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training dataset":"ZINC15","Protocol":"Fine-tuning"}. This record does not assert independent reproduction. ### GraphLoG ROC AUC: 76. Result ID: 698f71c53a6c314849f89b88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training dataset":"ZINC15","Protocol":"Fine-tuning"}. This record does not assert independent reproduction. ### AutoGCL ROC AUC: 75.83. Result ID: 69f3005547f34ce924d8f4b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"AutoGCL"}. This record does not assert independent reproduction. ### ContextPred ROC AUC: 75.8. Result ID: 698f71c53a6c314849f89b83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training dataset":"ZINC15","Protocol":"Fine-tuning"}. This record does not assert independent reproduction. ### ContextPred ROC AUC: 75.8. Result ID: 69f3005547f34ce924d8f4b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"ContextPred"}. This record does not assert independent reproduction. ### CHCL ROC AUC: 75.43. Result ID: 69f3005547f34ce924d8f4ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CHCL"}. This record does not assert independent reproduction. ### Infomax ROC AUC: 75.3. Result ID: 698f71c53a6c314849f89b85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training dataset":"ZINC15","Protocol":"Fine-tuning"}. This record does not assert independent reproduction. ### Infomax ROC AUC: 75.3. Result ID: 69f3005547f34ce924d8f4b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Infomax"}. This record does not assert independent reproduction. ### AttrMasking ROC AUC: 74.7. Result ID: 698f71c53a6c314849f89b84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Pre-training dataset":"ZINC15","Protocol":"Fine-tuning"}. This record does not assert independent reproduction. ### AttrMasking ROC AUC: 74.7. Result ID: 69f3005547f34ce924d8f4b3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"AttrMasking"}. This record does not assert independent reproduction. ### EdgePred ROC AUC: 74.1. Result ID: 69f3005547f34ce924d8f4b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"EdgePred"}. This record does not assert independent reproduction. ### AD-GCL ROC AUC: 72.3. Result ID: 69f3005547f34ce924d8f4b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"AD-GCL"}. This record does not assert independent reproduction. ### No Pretrain ROC AUC: 71.8. Result ID: 69f3005547f34ce924d8f4b0. [Reporting paper]() Recorded evaluation configuration: {"Model":"No Pretrain"}. This record does not assert independent reproduction. ### No-pretrain ROC AUC: 71.7. Result ID: 698f71c53a6c314849f89b82. [Reporting paper]() Recorded evaluation configuration: {"Pre-training dataset":"None","Protocol":"Supervised"}. This record does not assert independent reproduction. ### JOAO ROC AUC: 71.7. Result ID: 698f71c53a6c314849f89b87. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training dataset":"ZINC15","Protocol":"Fine-tuning"}. This record does not assert independent reproduction. ### JOAO ROC AUC: 71.66. Result ID: 69f3005547f34ce924d8f4b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"JOAO"}. This record does not assert independent reproduction. ### GraphCL ROC AUC: 69.8. Result ID: 698f71c53a6c314849f89b86. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Pre-training dataset":"ZINC15","Protocol":"Fine-tuning"}. This record does not assert independent reproduction. ### GraphCL ROC AUC: 69.8. Result ID: 69f3005547f34ce924d8f4b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GraphCL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.