These are the primary codes for the forthcoming research titled "Enhancing Machine Learning Training for Gain Coefficient Estimation in Optical Fiber Amplifiers using Bayesian Optimization," which ...
A Bayesian optimization framework for efficiently optimizing a scale parameter in stochastic models. Optimization under uncertainty is challenging due to noisy function evaluations. The code ...
Abstract: As awareness of data privacy protection continues to grow, many-task optimization faces a significant challenge in balancing privacy protection and performance improvement. This paper ...
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