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Papers Benchmarks Datasets Tasks

Function Optimization research benchmarks – Page 2 · SOTA2 Research

Function Optimization

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

DUST2 loose tolerance level

lcb_penalty_HITL_explore

9Converged Runs

6

Apr 10, 2026

DUST1 function loose tolerance

0.051Composite Score

6

Apr 10, 2026

DUST1 strict tolerance

lcb_penalty_HITL_explore

10Converged Runs

6

Apr 10, 2026

DUST2 function (strict tolerance)

lcb_penalty_HITL_explore

8Converged Runs

6

Apr 10, 2026

-0.004Avg Max Reward

5

Feb 26, 2026

-0Avg Max Reward

5

Feb 26, 2026

-0Average Maximum Reward

5

Feb 26, 2026

NIGHTMARE difficulty functions 50 samples (test)

8.05Mean Error

2

Apr 7, 2026

20D Sphere Coarse threshold

0Convergence Rate

1

Feb 26, 2026

20D Sphere Fine threshold

0Convergence Rate

1

Feb 26, 2026

4D Levy Coarse threshold

0Convergence Rate

1

Feb 26, 2026

4D Levy Fine threshold

124Convergence Rate

1

Feb 26, 2026

4D Rosenbrock Coarse threshold

0Convergence Rate

1

Feb 26, 2026

4D Ankle Coarse threshold

0Convergence Rate

1

Feb 26, 2026

Page 2 of 2

Popular datasets

Ackley Levy Rastrigin SPHERE Rosenbrock

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