Tag: tvbo
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Optimizing Through Change: Bounds and Recommendations for Time-Varying Bayesian Optimization Algorithms
Optimizing Through Change: Bounds and Recommendations for Time-Varying Bayesian Optimization Algorithms arXiv:2501.18963v1 Announce Type: new Abstract: Time-Varying Bayesian Optimization (TVBO) is the go-to framework for optimizing a time-varying, expensive, noisy black-box function. However, most of the solutions proposed so far either rely on unrealistic assumptions on the nature of the objective function or do not…