# Link Prediction on LastFM

Source: [Link Prediction on LastFM](<https://www.sota2.com/research/sota/link-prediction-on-lastfm>)

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

Data updated: 2026-04-20T06:15:44.821Z

Evaluation of Link Prediction performance on the LastFM dataset, measured using ROC-AUC and MRR.

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 | Link Prediction |
| Dataset (including any stated split) | LastFM |
| Metric | ROC-AUC |
| Unit | SCALAR |
| Direction | Higher 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

- [ROC-AUC](<https://www.sota2.com/research/sota/link-prediction-on-lastfm.md?metric=ROC-AUC>): Higher is better; unit: SCALAR.

- [MRR](<https://www.sota2.com/research/sota/link-prediction-on-lastfm.md?metric=MRR>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ROC-AUC | Result date | Report paper |
| --- | --- | --- | --- |
| HetSheaf | 0.9833 | Not recorded | 68fa74ce1e209131cea63f81 |
| Sheaf-NSD | 0.9658 | Not recorded | 68fa74ce1e209131cea63f81 |
| SlotGAT | 0.7033 | Not recorded | 68fa73181e209131cea5a84b |
| Simple-HGN | 0.6759 | Not recorded | 68fa6b861e209131cea2eda0 |
| simpleHGN | 0.6759 | Not recorded | 68fa73181e209131cea5a84b |
| HAGNN | 0.6733 | Not recorded | 68fa74ce1e209131cea63f81 |
| SimpleHGN | 0.6716 | Not recorded | 68fa74ce1e209131cea63f81 |
| space4HGNN | 0.6689 | Not recorded | 68fa73181e209131cea5a84b |
| GATNE | 0.6687 | Not recorded | 68fa6b861e209131cea2eda0 |
| GATNE | 0.6687 | Not recorded | 68fa74ce1e209131cea63f81 |
| AutoAC | 0.6664 | Not recorded | 68fa74ce1e209131cea63f81 |
| HetGNN | 0.6209 | Not recorded | 68fa6b861e209131cea2eda0 |
| HetGNN | 0.6209 | Not recorded | 68fa73181e209131cea5a84b |
| HetGNN | 0.6209 | Not recorded | 68fa74ce1e209131cea63f81 |
| GCN | 0.5917 | Not recorded | 68fa6b861e209131cea2eda0 |
| GCN | 0.5917 | Not recorded | 68fa73181e209131cea5a84b |
| GAT | 0.5856 | Not recorded | 68fa6b861e209131cea2eda0 |
| GAT | 0.5856 | Not recorded | 68fa73181e209131cea5a84b |
| DisenHAN | 0.5737 | Not recorded | 68fa73181e209131cea5a84b |
| RGCN | 0.5721 | Not recorded | 68fa6b861e209131cea2eda0 |
| RGCN | 0.5721 | Not recorded | 68fa73181e209131cea5a84b |
| MAGNN | 0.5681 | Not recorded | 68fa6b861e209131cea2eda0 |
| MAGNN | 0.5681 | Not recorded | 68fa73181e209131cea5a84b |
| MAGNN | 0.5681 | Not recorded | 68fa74ce1e209131cea63f81 |
| HGT | 0.5499 | Not recorded | 68fa6b861e209131cea2eda0 |
| HGT | 0.5499 | Not recorded | 68fa73181e209131cea5a84b |

### HetSheaf

ROC-AUC: 0.9833. Result ID: 69e5c47247f34ce924cb35a4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ce1e209131cea63f81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74ce1e209131cea63f81.md>)

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

### Sheaf-NSD

ROC-AUC: 0.9658. Result ID: 69e5c47247f34ce924cb35a3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ce1e209131cea63f81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59fa1e209131ce9bbe69.md>)

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

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

### SlotGAT

ROC-AUC: 0.7033. Result ID: 6992ab243a6c31484910938a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73181e209131cea5a84b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73181e209131cea5a84b.md>)

[Implementation](<https://github.com/scottjiao/SlotGAT_ICML23/>)

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

### Simple-HGN

ROC-AUC: 0.6759. Result ID: 698e945effc3901de09ed3b2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

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

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

### simpleHGN

ROC-AUC: 0.6759. Result ID: 6992ab243a6c314849109388.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73181e209131cea5a84b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

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

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

### HAGNN

ROC-AUC: 0.6733. Result ID: 69e5c47247f34ce924cb35a2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ce1e209131cea63f81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76321e209131cea6bc72.md>)

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

### SimpleHGN

ROC-AUC: 0.6716. Result ID: 69e5c47247f34ce924cb35a1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ce1e209131cea63f81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76321e209131cea6bc72.md>)

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

### space4HGNN

ROC-AUC: 0.6689. Result ID: 6992ab243a6c314849109389.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73181e209131cea5a84b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c8b1e209131cea349e7.md>)

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

### GATNE

ROC-AUC: 0.6687. Result ID: 698e945effc3901de09ed3ac.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c51e209131cea0c666.md>)

[Implementation](<https://github.com/cenyk1230/GATNE>)

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

### GATNE

ROC-AUC: 0.6687. Result ID: 69e5c47247f34ce924cb359f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ce1e209131cea63f81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

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

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

### AutoAC

ROC-AUC: 0.6664. Result ID: 69e5c47247f34ce924cb35a0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ce1e209131cea63f81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76321e209131cea6bc72.md>)

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

### HetGNN

ROC-AUC: 0.6209. Result ID: 698e945effc3901de09ed3ad.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

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

### HetGNN

ROC-AUC: 0.6209. Result ID: 6992ab243a6c314849109383.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73181e209131cea5a84b.md>)

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

### HetGNN

ROC-AUC: 0.6209. Result ID: 69e5c47247f34ce924cb359e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ce1e209131cea63f81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76321e209131cea6bc72.md>)

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

### GCN

ROC-AUC: 0.5917. Result ID: 698e945effc3901de09ed3b0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.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.

### GCN

ROC-AUC: 0.5917. Result ID: 6992ab243a6c314849109386.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73181e209131cea5a84b.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.

### GAT

ROC-AUC: 0.5856. Result ID: 698e945effc3901de09ed3b1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.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.

### GAT

ROC-AUC: 0.5856. Result ID: 6992ab243a6c314849109387.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73181e209131cea5a84b.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.

### DisenHAN

ROC-AUC: 0.5737. Result ID: 6992ab243a6c314849109382.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73181e209131cea5a84b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a3d1e209131cea26edb.md>)

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

### RGCN

ROC-AUC: 0.5721. Result ID: 698e945effc3901de09ed3ab.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63be1e209131cea00a2d.md>)

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

### RGCN

ROC-AUC: 0.5721. Result ID: 6992ab243a6c314849109381.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73181e209131cea5a84b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63be1e209131cea00a2d.md>)

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

### MAGNN

ROC-AUC: 0.5681. Result ID: 698e945effc3901de09ed3ae.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159c2.md>)

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

### MAGNN

ROC-AUC: 0.5681. Result ID: 6992ab243a6c314849109384.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73181e209131cea5a84b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67561e209131cea159c2.md>)

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

### MAGNN

ROC-AUC: 0.5681. Result ID: 69e5c47247f34ce924cb359d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa74ce1e209131cea63f81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76321e209131cea6bc72.md>)

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

### HGT

ROC-AUC: 0.5499. Result ID: 698e945effc3901de09ed3af.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6b861e209131cea2eda0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a25.md>)

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

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

### HGT

ROC-AUC: 0.5499. Result ID: 6992ab243a6c314849109385.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73181e209131cea5a84b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67241e209131cea14a25.md>)

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

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

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