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08/25/2021
Testing for directed information graphs
In this paper, we study a hypothesis test to determine the underlying di...
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01/22/2021
Tighter expected generalization error bounds via Wasserstein distance
In this work, we introduce several expected generalization error bounds ...
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10/21/2020
On Random Subset Generalization Error Bounds and the Stochastic Gradient Langevin Dynamics Algorithm
In this work, we unify several expected generalization error bounds base...
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09/03/2020
Secure Strong Coordination
We consider a network of two nodes separated by a noisy channel, in whic...
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06/12/2020
On Neural Estimators for Conditional Mutual Information Using Nearest Neighbors Sampling
The estimation of mutual information (MI) or conditional mutual informat...
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05/12/2020
Upper Bounds on the Generalization Error of Private Algorithms
In this work, we study the generalization capability of algorithms from ...
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11/06/2019
Conditional Mutual Information Neural Estimator
Several recent works in communication systems have proposed to leverage ...
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08/17/2018