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06/13/2023
SRATTA : Sample Re-ATTribution Attack of Secure Aggregation in Federated Learning
We consider a cross-silo federated learning (FL) setting where a machine...
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10/20/2021
Sampling from Arbitrary Functions via PSD Models
In many areas of applied statistics and machine learning, generating an ...
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12/22/2020
Finding Global Minima via Kernel Approximations
We consider the global minimization of smooth functions based solely on ...
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07/08/2020
Non-parametric Models for Non-negative Functions
Linear models have shown great effectiveness and flexibility in many fie...
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07/03/2019
Globally Convergent Newton Methods for Ill-conditioned Generalized Self-concordant Losses
In this paper, we study large-scale convex optimization algorithms based...
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02/08/2019