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Multi-Objective Optimization research benchmarks – Page 7 · SOTA2 Research

Multi-Objective Optimization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DTLZ1 5 objectives noisy

75,000,000,000,000Mean HV

6

Apr 13, 2026

Scaled DTLZ2 noisy, 5-objective

-1.9Log Distance

6

Apr 13, 2026

Inverted DTLZ2 noisy 5-objective

0.15Log Distance

6

Apr 13, 2026

Inverted DTLZ1 noisy 5-objective

2.9Log Distance

6

Apr 13, 2026

DTLZ1 noisy 5-objective

3Log Distance

6

Apr 13, 2026

1.3Log Distance

6

Apr 13, 2026

-7.1Log Distance

6

Apr 13, 2026

2.1Log Distance

6

Apr 13, 2026

2.9Log Distance

6

Apr 13, 2026

1.1Log Distance

6

Apr 13, 2026

3.1Log Distance

6

Apr 13, 2026

DTLZ Suite Noisy 5-objective

8,500,000,000,000DTLZ1 Score

6

Apr 13, 2026

DTLZ7 5 objectives

1.7Mean Log Distance

6

Apr 13, 2026

DTLZ6 5 objectives

-9.4Mean Log Distance

6

Apr 13, 2026

DTLZ5 5 objectives

2.3Mean Log Distance

6

Apr 13, 2026

DTLZ4 5 objectives

1.2Mean Log Distance

6

Apr 13, 2026

DTLZ3 5 objectives

5.4Mean Log Distance

6

Apr 13, 2026

Scaled DTLZ2 10 objectives

1.1Log Distance

6

Apr 13, 2026

Convex DTLZ2 10 objectives

-6.7Log Distance

6

Apr 13, 2026

Inverted DTLZ2 10 objectives

1Log Distance

6

Apr 13, 2026

Inverted DTLZ1 10 objectives

3.4Log Distance

6

Apr 13, 2026

DTLZ2 10 objectives

1.2Log Distance

6

Apr 13, 2026

DTLZ1 10 objectives

2.8Log Distance

6

Apr 13, 2026

Road Network Strengthening under Seasonal Disruptions 1500m radius

0.002Generational Distance (GD)

6

Apr 2, 2026

Road Network Strengthening under Seasonal Disruptions 1000m radius

0.002GD

6

Apr 2, 2026

Page 7 of 11

Popular datasets

DTLZ2 DTLZ DTLZ1 DTLZ3 DTLZ4

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