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ISampler may need additional arguments to calculate mutual information (as we do with BMMs, which collect MC samples. Here one can potentially specify the required number of samples. I also recall that we used it in some discrete-continuous estimators where MI is analytically known as an infinite series and we truncate it after a given number of terms).
Task is supposed to already know MI. I.e., for ISampler.mutual_information(k) may have complexity $\mathcal O(f(k))$ and for Task querying .mutual_information property is supposed to be $\mathcal O(1)$.
How about adding .mutual_information() to Task for consistency?
In our samplers
.mutual_information()
is a callable method, in tasks it is a@property
. It would be nice for them to be consistent.The text was updated successfully, but these errors were encountered: