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08/20/2021
L-DQN: An Asynchronous Limited-Memory Distributed Quasi-Newton Method
This work proposes a distributed algorithm for solving empirical risk mi...
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06/07/2021
TENGraD: Time-Efficient Natural Gradient Descent with Exact Fisher-Block Inversion
This work proposes a time-efficient Natural Gradient Descent method, cal...
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07/19/2019
ASYNC: Asynchronous Machine Learning on Distributed Systems
ASYNC is a framework that supports the implementation of asynchronous ma...
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12/18/2018
MatRox: A Model-Based Algorithm with an Efficient Storage Format for Parallel HSS-Structured Matrix Approximations
We present MatRox, a novel model-based algorithm and implementation of H...
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10/24/2017