336 citations · 1.1k across the 77 of their papers we have counts for
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Binary Linear Codes with Optimal Scaling: Polar Codes with Large Kernels
Arman Fazeli, S. Hamed Hassani, Marco Mondelli +1
We prove that, for the binary erasure channel (BEC), the polar-coding paradigm gives rise to codes that not only approach the Shannon limit but do so under the best possible scalin…
Gradient Methods for Submodular Maximization
Hamed Hassani, Mahdi Soltanolkotabi, Amin Karbasi
In this paper, we study the problem of maximizing continuous submodular functions that naturally arise in many learning applications such as those involving utility functions in ac…
Accelerated Dual Learning by Homotopic Initialization
Hadi Daneshmand, Hamed Hassani, Thomas Hofmann
Gradient descent and coordinate descent are well understood in terms of their asymptotic behavior, but less so in a transient regime often used for approximations in machine learni…