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.
The second step involves mixing hyperparameter configurations and learning curves within the same task
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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.