## 2019 [Memory devices and applications for in-memory computing](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5270/10.1038_s41565-020-0655-z.pdf) Abu Sebastian

![ll](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5289/sram-reram.PNG 'l')


## 2020 Xiao-Bennett [Analog architectures for neural network acceleration based on non-volatile memory](https://aip.scitation.org/doi/pdf/10.1063/1.5143815)

![bb](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5287/industry.PNG 'b')


## [Survey of Machine Learning Accelerators](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5151/MLAccelerators_HPEC_2020_Reuther_CameraReady.pdf) Albert Reuther



![ss](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5156/performance%2B-power.PNG 'ss')


## 2019 [3D-aCortex on Commercial 3D-NAND Flash Memories](https://arxiv.org/abs/1908.02472) Mohammad Bavandpour


![pp](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5282/3d-acortex.PNG 'pp')

## [In-memory computing - architecture](https://knowen.org/nodes/27055)

![pp](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5292/IMC%2Bperformance.PNG 'pp')


## 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

![yy](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5295/comparison%2Blast%2B3%2Byears.PNG 'yy')