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Dynamic Hyperparameter Importance for Efficient Multi-Objective Optimization

Published in arXiv (Cornell University) • Jan 6, 2026
Authors:
Daphne Theodorakopoulos
,
Marcel Wever
,
Marius Lindauer

Abstract

Choosing a suitable ML model is a complex task that can depend on several objectives, e.g., accuracy, model size, fairness, inference time, or energy consumption. In practice, this requires trading off multiple, often competing, objectives through multi-objective optimization (MOO). However, existin...

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