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06/20/2023
Randomized Quantization is All You Need for Differential Privacy in Federated Learning
Federated learning (FL) is a common and practical framework for learning...
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05/30/2023
On Riemannian Projection-free Online Learning
The projection operation is a critical component in a wide range of opti...
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05/27/2023
Faster Margin Maximization Rates for Generic Optimization Methods
First-order optimization methods tend to inherently favor certain soluti...
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02/17/2023
Minimizing Dynamic Regret on Geodesic Metric Spaces
In this paper, we consider the sequential decision problem where the goa...
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10/17/2022
Adaptive Oracle-Efficient Online Learning
The classical algorithms for online learning and decision-making have th...
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12/02/2017