Improving CMA-ES Convergence Speed, Efficiency, and Reliability in Noisy Robot Optimization Problems

Russell M. Martin, Steven H. Collins

Experimental robot optimization often requires evaluating each candidate policy for seconds to minutes. The chosen evaluation time influences optimization because of a speed-accura…