# Multiplex Interaction Prediction on TRRUST (transductive T)

Source: [Multiplex Interaction Prediction on TRRUST (transductive T)](<https://www.sota2.com/research/sota/multiplex-interaction-prediction-on-trrust-transductive-t>)

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

Data updated: 2026-03-10T07:50:28.287Z

Evaluation of model performance on predicting multiplex interactions using the transductive setting (T) of the TRRUST dataset, measured by AUROC, AUPRC, HS, and SA.

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 | multiplex interaction prediction |
| Dataset (including any stated split) | TRRUST transductive (T) |
| Metric | AUROC |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 16 of 16 |
| 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

- [AUROC](<https://www.sota2.com/research/sota/multiplex-interaction-prediction-on-trrust-transductive-t.md?metric=AUROC>): Higher is better; unit: SCALAR.

- [AUPRC](<https://www.sota2.com/research/sota/multiplex-interaction-prediction-on-trrust-transductive-t.md?metric=AUPRC>): Higher is better; unit: SCALAR.

- [HS](<https://www.sota2.com/research/sota/multiplex-interaction-prediction-on-trrust-transductive-t.md?metric=HS>): Higher is better; unit: SCALAR.

- [SA](<https://www.sota2.com/research/sota/multiplex-interaction-prediction-on-trrust-transductive-t.md?metric=SA>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| CAZI-MBN | 0.905 | Not recorded | 69afa57c2d603e6de3e439b6 |
| HDMI | 0.878 | Not recorded | 69afa57c2d603e6de3e439b6 |
| DMGI | 0.871 | Not recorded | 69afa57c2d603e6de3e439b6 |
| R-GAT | 0.868 | Not recorded | 69afa57c2d603e6de3e439b6 |
| GENER | 0.867 | Not recorded | 69afa57c2d603e6de3e439b6 |
| R-GCN | 0.865 | Not recorded | 69afa57c2d603e6de3e439b6 |
| MLP (LLM) | 0.861 | Not recorded | 69afa57c2d603e6de3e439b6 |
| MultiplexSAGE | 0.86 | Not recorded | 69afa57c2d603e6de3e439b6 |
| DL-GGI | 0.857 | Not recorded | 69afa57c2d603e6de3e439b6 |
| XGB (LLM) | 0.854 | Not recorded | 69afa57c2d603e6de3e439b6 |
| DGI | 0.841 | Not recorded | 69afa57c2d603e6de3e439b6 |
| Graph Transformer | 0.832 | Not recorded | 69afa57c2d603e6de3e439b6 |
| GraphSAGE | 0.822 | Not recorded | 69afa57c2d603e6de3e439b6 |
| GCN | 0.81 | Not recorded | 69afa57c2d603e6de3e439b6 |
| MLP | 0.796 | Not recorded | 69afa57c2d603e6de3e439b6 |
| XGB | 0.786 | Not recorded | 69afa57c2d603e6de3e439b6 |

### CAZI-MBN

AUROC: 0.905. Result ID: 69afcc576dbb7075b957dda4.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### HDMI

AUROC: 0.878. Result ID: 69afcc576dbb7075b957dd9f.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa583a1e209131ce9ac7f5.md>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### DMGI

AUROC: 0.871. Result ID: 69afcc576dbb7075b957dd9e.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa673c1e209131cea1514f.md>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### R-GAT

AUROC: 0.868. Result ID: 69afcc576dbb7075b957dda1.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ad11e209131cea2a844.md>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### GENER

AUROC: 0.867. Result ID: 69afcc576dbb7075b957dda3.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70d11e209131cea4d67b.md>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### R-GCN

AUROC: 0.865. Result ID: 69afcc576dbb7075b957dda0.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

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

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### MLP (LLM)

AUROC: 0.861. Result ID: 69afcc576dbb7075b957dd98.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### MultiplexSAGE

AUROC: 0.86. Result ID: 69afcc576dbb7075b957dd9d.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa41f81e209131ce8fe9c2.md>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### DL-GGI

AUROC: 0.857. Result ID: 69afcc576dbb7075b957dda2.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### XGB (LLM)

AUROC: 0.854. Result ID: 69afcc576dbb7075b957dd97.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### DGI

AUROC: 0.841. Result ID: 69afcc576dbb7075b957dd9c.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa556d1e209131ce993d7e.md>)

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

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### Graph Transformer

AUROC: 0.832. Result ID: 69afcc576dbb7075b957dd9b.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69e81e209131cea24c42.md>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### GraphSAGE

AUROC: 0.822. Result ID: 69afcc576dbb7075b957dd9a.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64c31e209131cea0664e.md>)

[Implementation](<http://snap.stanford.edu/graphsage/>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### GCN

AUROC: 0.81. Result ID: 69afcc576dbb7075b957dd99.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

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

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

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### MLP

AUROC: 0.796. Result ID: 69afcc576dbb7075b957dd96.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

### XGB

AUROC: 0.786. Result ID: 69afcc576dbb7075b957dd95.

[Reporting paper](<https://www.sota2.com/research/paper/69afa57c2d603e6de3e439b6.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62821e209131ce9f9b56.md>)

[Implementation](<https://github.com/dmlc/xgboost>)

Recorded evaluation configuration: {"Setting":"T"}. This record does not assert independent reproduction.

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