# Constrained Clustering on mnist

Source: [Constrained Clustering on mnist](<https://www.sota2.com/research/sota/constrained-clustering-on-mnist>)

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

Data updated: 2026-03-31T08:50:34.454Z

Evaluation of constrained clustering algorithms applied to the MNIST dataset, measured by the Algorithm success rate.

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 | Constrained Clustering |
| Dataset (including any stated split) | mnist |
| Metric | Algorithm Success Rate |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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

- [Algorithm Success Rate](<https://www.sota2.com/research/sota/constrained-clustering-on-mnist.md?metric=Algorithm%20Success%20Rate>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Algorithm Success Rate | Result date | Report paper |
| --- | --- | --- | --- |
| KSKM | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| KSKM | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| KSKM | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| KSKM\_E | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| KSKM\_E | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| KSKM\_E | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| PCCC | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| PCCC | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| PCCC | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| BLPKMCC | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| BLPKMCC | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM\_P | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM\_P | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM\_P | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM | 100 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| BLPKMCC | 20 | Not recorded | 69cb55010636e5bf4afc9eb0 |
| COPKM | 0 | Not recorded | 69cb55010636e5bf4afc9eb0 |

### KSKM

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ecf7.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### KSKM

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ecf8.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

### KSKM

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ecf9.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

### KSKM\_E

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ecfa.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### KSKM\_E

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ecfb.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

### KSKM\_E

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ecfc.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

### PCCC

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ecfd.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753c1e209131cea66a0a.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### PCCC

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ecfe.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753c1e209131cea66a0a.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

### PCCC

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ecff.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa753c1e209131cea66a0a.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

### BLPKMCC

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed00.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### BLPKMCC

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed02.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

### COPKM\_P

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed03.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### COPKM\_P

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed04.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

### COPKM\_P

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed05.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

### COPKM

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed06.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.005"}. This record does not assert independent reproduction.

### COPKM

Algorithm Success Rate: 100. Result ID: 69cb8a6c47f34ce924b3ed08.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.05"}. This record does not assert independent reproduction.

### BLPKMCC

Algorithm Success Rate: 20. Result ID: 69cb8a6c47f34ce924b3ed01.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

### COPKM

Algorithm Success Rate: 0. Result ID: 69cb8a6c47f34ce924b3ed07.

[Reporting paper](<https://www.sota2.com/research/paper/69cb55010636e5bf4afc9eb0.md>)

Recorded evaluation configuration: {"Constraints Level":"0.01"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
