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10/05/2021
Stochastic Multiplicative Weights Updates in Zero-Sum Games
We study agents competing against each other in a repeated network zero-...
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06/17/2020
Efficient Statistics for Sparse Graphical Models from Truncated Samples
In this paper, we study high-dimensional estimation from truncated sampl...
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03/02/2020
Better Depth-Width Trade-offs for Neural Networks through the lens of Dynamical Systems
The expressivity of neural networks as a function of their depth, width ...
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02/17/2020
Last iterate convergence in no-regret learning: constrained min-max optimization for convex-concave landscapes
In a recent series of papers it has been established that variants of Gr...
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12/09/2019
Depth-Width Trade-offs for ReLU Networks via Sharkovsky's Theorem
Understanding the representational power of Deep Neural Networks (DNNs) ...
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02/19/2019