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.
Automatic differentiation in machine learning: a survey
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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.