2 papers
math.OC2024
Meta-Learning from Learning Curves for Budget-Limited Algorithm Selection
Manh Hung Nguyen, Lisheng Sun-Hosoya, Isabelle Guyon
Training a large set of machine learning algorithms to convergence in order to select the best-performing algorithm for a dataset is computationally wasteful. Moreover, in a budget…
cs.LG2022
Meta-learning from Learning Curves Challenge: Lessons learned from the First Round and Design of the Second Round
Manh Hung Nguyen, Lisheng Sun, Nathan Grinsztajn +1
Meta-learning from learning curves is an important yet often neglected research area in the Machine Learning community. We introduce a series of Reinforcement Learning-based meta-l…