Noisy Blackbox Optimization using Multi-fidelity Queries: A Tree Search Approach

Rajat Sen, Kirthevasan Kandasamy, Sanjay Shakkottai

Abstract: We study the problem of black-box optimization of a noisy function in the presence of low-cost approximations or fidelities, which is motivated by problems like hyper-parameter tuning. In hyper-par...