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Use default model architectures.
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pawel-czyz committed Apr 12, 2024
1 parent 94115b5 commit f40efc4
Showing 1 changed file with 4 additions and 6 deletions.
10 changes: 4 additions & 6 deletions workflows/benchmark/v2/config.py
Original file line number Diff line number Diff line change
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# Note that each estimator implements `IMutualInformationPointEstimator` interface

ESTIMATORS_DICT = {
"NWJ-10_5": estimators.NWJEstimator(verbose=False, hidden_layers=(10, 5)),
"MINE-10_5": estimators.MINEEstimator(verbose=False, hidden_layers=(10, 5)),
"InfoNCE-10_5": estimators.InfoNCEEstimator(verbose=False, hidden_layers=(10, 5)),
"Donsker-Varadhan-10_5": estimators.DonskerVaradhanEstimator(
verbose=False, hidden_layers=(10, 5)
),
"NWJ": estimators.NWJEstimator(verbose=False),
"MINE": estimators.MINEEstimator(verbose=False),
"InfoNCE": estimators.InfoNCEEstimator(verbose=False),
"Donsker-Varadhan": estimators.DonskerVaradhanEstimator(verbose=False),
"KSG-10": estimators.KSGEnsembleFirstEstimator(neighborhoods=(10,)),
"CCA": estimators.CCAMutualInformationEstimator(),
}
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