Jun 6, 2019 · In this paper, we propose \emph{Qsparse-local-SGD} algorithm, which combines aggressive sparsification with quantization and local computation ...
In this paper we propose Qsparse-local-SGD algorithm, which combines aggressive sparsifi- cation with quantization and local computation along with error ...
In this paper, we propose Qsparse-local-SGD algorithm, which combines aggressive sparsification with quantization and local computation along with error ...
Dec 8, 2019 · In this paper we propose Qsparse-local-SGD algorithm, which combines aggressive sparsifi-cation with quantization and local computation along ...
In this paper, we propose Qsparse-local-SGD algorithm, which combines aggressive sparsification with quantization and local computation along with error ...
The authors propose an algorithm for distributed SGD that combines gradient sparsification, gradient quantization and local computation with periodic ...
In this thesis we first propose a novel class of highly communication efficient operators that employ stochastic and deterministic quantization with aggressive ...
Jun 6, 2019 · This paper proposes Qsparse-local-SGD algorithm, which combines aggressive sparsification with quantization and local computation along with ...
Qsparse-local-SGD: Distributed SGD with quantization, sparsification, and local computations. D Basu, D Data, C Karakus, SN Diggavi. IEEE Journal on Selected ...
Jun 8, 2020 · In this paper, we propose Qsparse-local-SGD algorithm, which combines aggressive sparsification with quantization and local computation along ...