Sparsity of Deep Learning

## 2021 [Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks](https://arxiv.org/pdf/2102.00554.pdf) TORSTEN HOEFLER, ETH

## 2019 smart algorithms - hashing and sparsity[[Slide]]

## 2021 [SPARSE BINARY NEURAL NETWORKS](https://openreview.net/pdf?id=SP5RHi-rdlJ) Anonymous authors


- 2019 [The State of Sparsity in Deep Neural Networks](https://arxiv.org/pdf/1902.09574.pdf) Trevor Gale


## 2020 - Review [An Updated Survey of Efficient Hardware Architectures for Accelerating Deep Convolutional Neural Networks](https://res.mdpi.com/d_attachment/futureinternet/futureinternet-12-00113/article_deploy/futureinternet-12-00113-v2.pdf) Maurizio Capra

![ll](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5296/exploit%2Bsparsity.PNG 'lll')

## 2018 [Toward a unified theory of efficient, predictive, and sparse coding](https://www.pnas.org/content/115/1/186) Matthew Chalk

## https://www.salk.edu/scientist/terrence-sejnowski/publications/

- 2019 [The unreasonable effectiveness of deep learning in artificial intelligence](https://www.pnas.org/content/117/48/30033) Terrence J. SejnowskiCopy