## 2019 [Benchmarking Delay and Energy of **Neural Inference Circuits**](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5318/8915808_neuroBench.pdf) DMITRI E. NIKONOV

[**Supplementary Materials** for “Benchmarking Delay and Energy of Neural Inference Circuits”](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/5317/NABpaper_supplement16.pdf)

>  A consistent and transparent methodology is proposed and used to benchmark this comprehensive set of options across
> several application cases. **Promising architecture/device combinations** are identified.


## [Beyond CMOS computing with spin and polarization](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/3731/Beyond%2BCMOS%2Bcomputing%2Bwith%2Bspin%2Band%2Bpolarization.pdf) Sasikanth Manipatruni, Dmitri E. Nikonov    and Ian A. Young


2018 [Hybrid Piezoelectric-Magnetic Neurons: A Proposal for Energy-Efficient Machine Learning](https://arxiv.org/ftp/arxiv/papers/1804/1804.08401.pdf) William Scott

## [Shannon-inspired Statistical Computing to Enable Spintronics](https://knowen-production.s3.amazonaws.com/uploads/attachment/file/3744/Shannon-inspired%2Bcomputing%2Bwith%2Bspintronics.pdf)

- [Voltage and Energy-Delay Performance of Giant Spin Hall Effect Switching for Magnetic Memory and Logic](https://arxiv.org/ftp/arxiv/papers/1301/1301.5374.pdf) Sasikanth Manipatruni

[Coupled-Oscillator Associative Memory Array Operation for Pattern Recognition](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7337390) DMITRI E. NIKONOV

## Intel 



[13.3 A 7Mb STT-MRAM in 22FFL FinFET Technology with 4ns Read Sensing Time at 0.9V Using Write-Verify-Write Scheme and Offset-Cancellation Sensing Techniquegood MRAM?](https://ieeexplore.ieee.org/document/8662444)

## https://www.techspot.com/news/78859-intel-confirms-non-volatile-mram-produced-high-yield.html

https://www.eetimes.com/intel-says-finfet-based-embedded-mram-is-production-ready/