Task-free Adaptive Meta Black-box Optimization

TL;DR

Handcrafted optimizers become prohibitively inefficient for complex black-box optimization (BBO) tasks. MetaBBO addresses this challenge by meta-learning to automatically configure optimizers for low-level BBO tasks, thereby eliminating heuristic dependencies.

Opening excerpt from the authors’ abstract. source