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08/13/2018
COLA: Communication-Efficient Decentralized Linear Learning
Decentralized machine learning is a promising emerging paradigm in view ...
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06/20/2018
A Distributed Second-Order Algorithm You Can Trust
Due to the rapid growth of data and computational resources, distributed...
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05/19/2018
Optimal DR-Submodular Maximization and Applications to Provable Mean Field Inference
Mean field inference in probabilistic models is generally a highly nonco...
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11/04/2017