# Multi-Objective Optimization on Inverted DTLZ2 10 objectives

Source: [Multi-Objective Optimization on Inverted DTLZ2 10 objectives](<https://www.sota2.com/research/sota/multi-objective-optimization-on-inverted-dtlz2-10-objectives>)

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

Data updated: 2026-04-13T09:56:58.918Z

Evaluation of multi-objective optimization algorithms on the Inverted DTLZ2 test suite configured with 10 objectives, assessed using Log Distance metrics.

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 | Multi-Objective Optimization |
| Dataset (including any stated split) | Inverted DTLZ2 10 objectives |
| Metric | Log Distance |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 6 of 6 |
| 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

- [Log Distance](<https://www.sota2.com/research/sota/multi-objective-optimization-on-inverted-dtlz2-10-objectives.md?metric=Log%20Distance>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Log Distance | Result date | Report paper |
| --- | --- | --- | --- |
| TS-TCH | 1 | Not recorded | 69dc78a17d0172140ec78bea |
| Sobol | 1.2 | Not recorded | 69dc78a17d0172140ec78bea |
| SPMO | 7.8 | Not recorded | 69dc78a17d0172140ec78bea |
| C-EHVI | 8.4 | Not recorded | 69dc78a17d0172140ec78bea |
| ParEGO | 8.6 | Not recorded | 69dc78a17d0172140ec78bea |
| JES | 8.6 | Not recorded | 69dc78a17d0172140ec78bea |

### TS-TCH

Log Distance: 1. Result ID: 69dcbdd447f34ce924c41dde.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78a17d0172140ec78bea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65f61e209131cea0d7e7.md>)

Recorded evaluation configuration: {"runs":"30 independent runs"}. This record does not assert independent reproduction.

### Sobol

Log Distance: 1.2. Result ID: 69dcbdd447f34ce924c41ddc.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78a17d0172140ec78bea.md>)

Recorded evaluation configuration: {"runs":"30 independent runs"}. This record does not assert independent reproduction.

### SPMO

Log Distance: 7.8. Result ID: 69dcbdd447f34ce924c41de1.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78a17d0172140ec78bea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78a17d0172140ec78bea.md>)

Recorded evaluation configuration: {"runs":"30 independent runs"}. This record does not assert independent reproduction.

### C-EHVI

Log Distance: 8.4. Result ID: 69dcbdd447f34ce924c41ddf.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78a17d0172140ec78bea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa56121e209131ce999748.md>)

Recorded evaluation configuration: {"runs":"30 independent runs"}. This record does not assert independent reproduction.

### ParEGO

Log Distance: 8.6. Result ID: 69dcbdd447f34ce924c41ddd.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78a17d0172140ec78bea.md>)

Recorded evaluation configuration: {"runs":"30 independent runs"}. This record does not assert independent reproduction.

### JES

Log Distance: 8.6. Result ID: 69dcbdd447f34ce924c41de0.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78a17d0172140ec78bea.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa59ad1e209131ce9b952f.md>)

[Implementation](<https://github.com/benmltu/JES>)

Recorded evaluation configuration: {"runs":"30 independent runs"}. This record does not assert independent reproduction.

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