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10/29/2022
Linear Programs with Conjunctive Database Queries
In this paper, we study the problem of optimizing a linear program whose...
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06/12/2020
Distributed Differentially Private Averaging with Improved Utility and Robustness to Malicious Parties
Learning from data owned by several parties, as in federated learning, r...
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01/11/2019
Dependency Weighted Aggregation on Factorized Databases
We study a new class of aggregation problems, called dependency weighted...
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03/27/2018
Hiding in the Crowd: A Massively Distributed Algorithm for Private Averaging with Malicious Adversaries
The amount of personal data collected in our everyday interactions with ...
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05/11/2014
Learning from networked examples
Many machine learning algorithms are based on the assumption that traini...
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06/03/2013