Sayak Ray Chowdhury

No-regret Algorithms for Multi-task Bayesian Optimization

2020 · arXiv (Cornell University)

We consider multi-objective optimization (MOO) of an unknown vector-valued function in the non-parametric Bayesian optimization (BO) setting, with the aim being to learn points on the Pareto front of the objectives. Most existing BO algorithms …