# The Dark Side of Unikernels for Machine Learning

arXiv: https://arxiv.org/abs/2004.13081 · HTML: https://mlsanity.com/paper/2004.13081/

## Key facts

- Cited by 1 papers in the map (data through 14 Oct 2026).
- First posted on arXiv 27 Apr 2020.

## Built on by (most cited first, 1 of 1)

- [Exploring the Impact of Virtualization on the Usability of the Deep Learning Applications](https://mlsanity.com/paper/2112.09780/) (2021)

## Abstract (arXiv)

This paper analyzes the shortcomings of unikernels as a method of deployment for machine learning inferencing applications as well as provides insights and analysis on future work in this space. The findings of this paper advocate for a tool to enable management of dependent libraries in a unikernel to enable a more ergonomic build process as well as take advantage of the inherent security and performance benefits of unikernels.