Conservative Objective Models for Effective Offline Model-Based Optimization

Brandon Trabucco, Aviral Kumar, Xinyang Geng, Sergey Levine

Abstract: In this paper, we aim to solve data-driven model-based optimization (MBO) problems, where the goal is to find a design input that maximizes an unknown objective function provided access to only a s...