# Hyperedge prediction on NDC Class Strongly Inductive

Source: [Hyperedge prediction on NDC Class Strongly Inductive](<https://www.sota2.com/research/sota/hyperedge-prediction-on-ndc-class-strongly-inductive>)

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

Data updated: 2026-02-26T05:51:46.559Z

Evaluation of model performance on Hyperedge prediction using the NDC Class Strongly Inductive dataset, measured by Mean 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 | Hyperedge prediction |
| Dataset (including any stated split) | NDC Class Strongly Inductive |
| Metric | Mean AUC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [Mean AUC](<https://www.sota2.com/research/sota/hyperedge-prediction-on-ndc-class-strongly-inductive.md?metric=Mean%20AUC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Mean AUC | Result date | Report paper |
| --- | --- | --- | --- |
| CAt-Walk | 98.89 | Not recorded | 68fa710f1e209131cea4ef40 |
| HyperSAGCN | 79.05 | Not recorded | 68fa710f1e209131cea4ef40 |
| CE-CAW | 76.45 | Not recorded | 68fa710f1e209131cea4ef40 |
| CHESHIRE | 72.24 | Not recorded | 68fa710f1e209131cea4ef40 |
| NHP | 70.53 | Not recorded | 68fa710f1e209131cea4ef40 |
| CE-GCN | 52.31 | Not recorded | 68fa710f1e209131cea4ef40 |
| CE-EvolveGCN | 49.78 | Not recorded | 68fa710f1e209131cea4ef40 |

### CAt-Walk

Mean AUC: 98.89. Result ID: 6991925d3a6c314849091048.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef40.md>)

Recorded evaluation configuration: {"Split":"Strongly Inductive"}. This record does not assert independent reproduction.

### HyperSAGCN

Mean AUC: 79.05. Result ID: 6991925d3a6c314849091046.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66981e209131cea11374.md>)

Recorded evaluation configuration: {"Split":"Strongly Inductive"}. This record does not assert independent reproduction.

### CE-CAW

Mean AUC: 76.45. Result ID: 6991925d3a6c314849091044.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6dc41e209131cea3bf70.md>)

Recorded evaluation configuration: {"Split":"Strongly Inductive"}. This record does not assert independent reproduction.

### CHESHIRE

Mean AUC: 72.24. Result ID: 6991925d3a6c314849091047.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef40.md>)

Recorded evaluation configuration: {"Split":"Strongly Inductive"}. This record does not assert independent reproduction.

### NHP

Mean AUC: 70.53. Result ID: 6991925d3a6c314849091045.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef40.md>)

Recorded evaluation configuration: {"Split":"Strongly Inductive"}. This record does not assert independent reproduction.

### CE-GCN

Mean AUC: 52.31. Result ID: 6991925d3a6c314849091042.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f61e209131cea0d766.md>)

[Implementation](<https://github.com/Tiiiger/SGC>)

Recorded evaluation configuration: {"Split":"Strongly Inductive"}. This record does not assert independent reproduction.

### CE-EvolveGCN

Mean AUC: 49.78. Result ID: 6991925d3a6c314849091043.

[Reporting paper](<https://www.sota2.com/research/paper/68fa710f1e209131cea4ef40.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66a91e209131cea11715.md>)

[Implementation](<https://github.com/IBM/EvolveGCN>)

Recorded evaluation configuration: {"Split":"Strongly Inductive"}. This record does not assert independent reproduction.

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