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Classification with Partially Private Features
In this paper, we consider differentially private classification when some features are sensitive, while the rest of the features and the label are not.
Improved Bound for Mixing Time of Parallel Tempering
In this paper, we present a new lower bound for parallel tempering on the spectral gap that has a polynomial dependence on all parameters except $\log L$, where $(L + 1)$ is the number of levels.
Robust Allocations with Diversity Constraints
We show in a formal sense that the Nash Welfare rule that maximizes product of agent values is uniquely positioned to be robust when diversity constraints are introduced, while almost all other natural allocation rules fail this criterion.
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