Parallelizing Exploration-Exploitation Tradeoffs with Gaussian Process Bandit Optimization

Thomas Desautels, Andreas Krause, Joel Burdick

Can one parallelize complex exploration exploitation tradeoffs? As an example, consider the problem of optimal high-throughput experimental design, where we wish to sequentially de…