No single learning rate control method is reliable across deep learning settings; method rankings shift with task complexity, and hyperparameter-free methods often compete with or beat multi-fidelity HPO on harder tasks.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
Revisiting Learning Rate Control
No single learning rate control method is reliable across deep learning settings; method rankings shift with task complexity, and hyperparameter-free methods often compete with or beat multi-fidelity HPO on harder tasks.