@inproceedings{zhang2023targeted,
author = {Zhang, Shaokun and Jia, Feiran and Wang, Chi and Wu, Qingyun},
title = {Targeted Hyperparameter Optimization with Lexicographic Preferences Over Multiple Objectives},
booktitle = {2023 International Conference on Learning Representations},
year = {2023},
month = {March},
abstract = {Motivated by various practical applications, we propose a novel and general formulation of targeted multi-objective hyperparameter optimization. Our formulation allows a clear specification of an automatable optimization goal using lexicographic preference over multiple objectives. We then propose a randomized directed search method named LexiFlow to solve this problem. We demonstrate the strong empirical performance of the proposed algorithm in multiple hyperparameter optimization tasks.},
url = {http://approjects.co.za/?big=en-us/research/publication/targeted-hyperparameter-optimization-with-lexicographic-preferences-over-multiple-objectives/},
}