In this work, we aim to characterize the statistical complexity of reali...
When two different parties use the same learning rule on their own data,...
In this work, we study how to efficiently obtain perfect samples from a
...
We study the problem of covering and learning sums X = X_1 + ⋯ + X_n
of ...
In this paper we study the problem of multiclass classification with a
b...
In this paper, we introduce the notion of reproducible policies in the
c...
We provide computationally efficient, differentially private algorithms ...
Label Ranking (LR) corresponds to the problem of learning a hypothesis t...
For many learning problems one may not have access to fine grained label...
We consider the problem of learning the true ordering of a set of
altern...
We study the problem of estimating the parameters of a Boolean product
d...