## 2020 [A Review of In-Memory Computing Architectures for Machine Learning Applications](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5131/GLS_IMC20.pdf)

![gg](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5293/IMC.PNG 'gg')

## **reviews of NVM architectures**

- 2019 Bing Li [An Overview of In-memory Processing with Emerging Non-volatile Memory for Data-intensive Applications](https://arxiv.org/pdf/1906.06603.pdf)


## **real-world pictures, not using crossbar?** [MRAM Co-designed Processing-in-Memory CNN Accelerator for Mobile and IoT Applications](https://arxiv.org/pdf/1811.12179.pdf)

[Ultra Power-Efficient CNN Domain Specific Accelerator with 9.3TOPS/Watt for Mobile and Embedded Applications](https://www.arxiv-vanity.com/papers/1805.00361/)
Baohua Sun
**Gyrfalcon Technology Inc.**

## [DeepNVM++: Cross-Layer Modeling and Optimization Framework of Non-Volatile Memories for Deep Learning](https://arxiv.org/pdf/2012.04559.pdf)
Ahmet Inci, Mehmet Meric Isgenc, Diana Marculescu