Adam-PFN, a prior-data fitted network trained on CDF-augmented real Adam learning curves, improves learning curve extrapolation and accelerates Adam hyperparameter tuning versus generic surrogates, with limited OOD gains.
Random Search for Hyper-Parameter Optimization
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
baseline 1
citation-polarity summary
fields
cs.LG 1years
2025 1verdicts
CONDITIONAL 1roles
baseline 1polarities
baseline 1representative citing papers
citing papers explorer
-
Tune My Adam, Please!
Adam-PFN, a prior-data fitted network trained on CDF-augmented real Adam learning curves, improves learning curve extrapolation and accelerates Adam hyperparameter tuning versus generic surrogates, with limited OOD gains.