Efficient Batch Optimization of Rare Combinatorial Designs Using Variational Search Distributions

A method called Variational Search Distributions (VSD) is developed to efficiently find rare, desirable designs in a batch sequential manner with a fixed experimental budget, by formulating the problem as a variational inference task.