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04/27/2023
JaxPruner: A concise library for sparsity research
This paper introduces JaxPruner, an open-source JAX-based pruning and sp...
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11/29/2022
MegaBlocks: Efficient Sparse Training with Mixture-of-Experts
We present MegaBlocks, a system for efficient Mixture-of-Experts (MoE) t...
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06/18/2020
Sparse GPU Kernels for Deep Learning
Scientific workloads have traditionally exploited high levels of sparsit...
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11/25/2019
Rigging the Lottery: Making All Tickets Winners
Sparse neural networks have been shown to be more parameter and compute ...
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11/21/2019
Fast Sparse ConvNets
Historically, the pursuit of efficient inference has been one of the dri...
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02/25/2019
The State of Sparsity in Deep Neural Networks
We rigorously evaluate three state-of-the-art techniques for inducing sp...
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11/19/2016
