# Continual Clustering on Ionosphere

Source: [Continual Clustering on Ionosphere](<https://www.sota2.com/research/sota/continual-clustering-on-ionosphere>)

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

Data updated: 2026-02-26T05:22:26.537Z

Evaluation of Continual Clustering performance on the Ionosphere dataset, measured using Average Incremental (AI) and Backward Transfer (BWT) metrics based on Normalized Mutual Information (NMI) and Adjusted Rand Index (ARI).

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 | Continual Clustering |
| Dataset (including any stated split) | Ionosphere |
| Metric | AI NMI |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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

- [AI NMI](<https://www.sota2.com/research/sota/continual-clustering-on-ionosphere.md?metric=AI%20NMI>): Higher is better; unit: PERCENT.

- [AI ARI](<https://www.sota2.com/research/sota/continual-clustering-on-ionosphere.md?metric=AI%20ARI>): Higher is better; unit: PERCENT.

- [BWT NMI](<https://www.sota2.com/research/sota/continual-clustering-on-ionosphere.md?metric=BWT%20NMI>): Higher is better; unit: SCALAR.

- [BWT ARI](<https://www.sota2.com/research/sota/continual-clustering-on-ionosphere.md?metric=BWT%20ARI>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AI NMI | Result date | Report paper |
| --- | --- | --- | --- |
| CAE | 62.4 | Not recorded | 68fa6f2e1e209131cea444b1 |
| CAEA | 61.9 | Not recorded | 68fa6f2e1e209131cea444b1 |
| SOINN+ | 58.4 | Not recorded | 68fa6f2e1e209131cea444b1 |
| ASOINN | 57.7 | Not recorded | 68fa6f2e1e209131cea444b1 |
| CAEA | 55.9 | Not recorded | 68fa6f2e1e209131cea444b1 |
| ASOINN | 55.4 | Not recorded | 68fa6f2e1e209131cea444b1 |
| TCA | 54.4 | Not recorded | 68fa6f2e1e209131cea444b1 |
| TCA | 51.1 | Not recorded | 68fa6f2e1e209131cea444b1 |
| AutoCloud | 50.8 | Not recorded | 68fa6f2e1e209131cea444b1 |

### CAE

AI NMI: 62.4. Result ID: 699af7255698665ec4888cdb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2e1e209131cea444b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f2e1e209131cea444b1.md>)

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

### CAEA

AI NMI: 61.9. Result ID: 699af7255698665ec4888cda.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2e1e209131cea444b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea3712f.md>)

Recorded evaluation configuration: {"aggregation":"mean"}. This record does not assert independent reproduction.

### SOINN+

AI NMI: 58.4. Result ID: 699af7255698665ec4888cd6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2e1e209131cea444b1.md>)

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

### ASOINN

AI NMI: 57.7. Result ID: 699af7255698665ec4888cd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2e1e209131cea444b1.md>)

Recorded evaluation configuration: {"aggregation":"standard"}. This record does not assert independent reproduction.

### CAEA

AI NMI: 55.9. Result ID: 699af7255698665ec4888cd9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2e1e209131cea444b1.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cfa1e209131cea3712f.md>)

Recorded evaluation configuration: {"aggregation":"standard"}. This record does not assert independent reproduction.

### ASOINN

AI NMI: 55.4. Result ID: 699af7255698665ec4888cd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2e1e209131cea444b1.md>)

Recorded evaluation configuration: {"aggregation":"mean"}. This record does not assert independent reproduction.

### TCA

AI NMI: 54.4. Result ID: 699af7255698665ec4888cd7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2e1e209131cea444b1.md>)

Recorded evaluation configuration: {"aggregation":"standard"}. This record does not assert independent reproduction.

### TCA

AI NMI: 51.1. Result ID: 699af7255698665ec4888cd8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2e1e209131cea444b1.md>)

Recorded evaluation configuration: {"aggregation":"mean"}. This record does not assert independent reproduction.

### AutoCloud

AI NMI: 50.8. Result ID: 699af7255698665ec4888cd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f2e1e209131cea444b1.md>)

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

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