EvoGrad converts PSO, GA, DE, and CMAES into differentiable programs whose hyperparameters and population positions are tuned by gradient descent, and reports superior performance over the classical versions.
Analysing mutation schemes for real-parameter genetic algorithms
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EvoGrad: Metaheuristics in a Differentiable Wonderland
EvoGrad converts PSO, GA, DE, and CMAES into differentiable programs whose hyperparameters and population positions are tuned by gradient descent, and reports superior performance over the classical versions.