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Consensus Control for Decentralized Deep Learning
Decentralized training of deep learning models enables on-device learnin...
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A Linearly Convergent Algorithm for Decentralized Optimization: Sending Less Bits for Free!
Decentralized optimization methods enable on-device training of machine ...
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A Unified Theory of Decentralized SGD with Changing Topology and Local Updates
Decentralized stochastic optimization methods have gained a lot of atten...
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Decentralized Deep Learning with Arbitrary Communication Compression
Decentralized training of deep learning models is a key element for enab...
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Decentralized Stochastic Optimization and Gossip Algorithms with Compressed Communication
We consider decentralized stochastic optimization with the objective fun...
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Efficient Greedy Coordinate Descent for Composite Problems
Coordinate descent with random coordinate selection is the current state...
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Anastasia Koloskova
