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04/18/2022
How to Attain Communication-Efficient DNN Training? Convert, Compress, Correct
In this paper, we introduce 𝖢𝖮_3, an algorithm for communication-efficie...
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03/17/2022
Convert, compress, correct: Three steps toward communication-efficient DNN training
In this paper, we introduce a novel algorithm, 𝖢𝖮_3, for communication-e...
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11/15/2021
DNN gradient lossless compression: Can GenNorm be the answer?
In this paper, the problem of optimal gradient lossless compression in D...
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10/18/2021
Speeding-Up Back-Propagation in DNN: Approximate Outer Product with Memory
In this paper, an algorithm for approximate evaluation of back-propagati...
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03/04/2021
Straggler Mitigation through Unequal Error Protection for Distributed Approximate Matrix Multiplication
Large-scale machine learning and data mining methods routinely distribut...
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11/05/2020