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Table 1.

Summary of the notations.

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Fig 1.

Flowchart of the DGEP process.

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Table 2.

Basic parameters of the algorithm in the experiment.

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Table 3.

Test functions.

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Fig 2.

Fitness comparison on test function.

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Fig 3.

R-squared comparison of test function.

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Fig 4.

Comparison of population diversity.

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Fig 5.

Comparison of the ability to escape local optima.

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Table 4.

Extended benchmarking of DGEP across diverse problem domains.

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Table 5.

Statistical analysis of DGEP vs. standard GEP.

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Table 6.

Comparison of standard GEP and DGEP.

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