English

The Dark Side of Unikernels for Machine Learning

Distributed, Parallel, and Cluster Computing 2020-04-29 v1 Machine Learning

Abstract

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.

Keywords

Cite

@article{arxiv.2004.13081,
  title  = {The Dark Side of Unikernels for Machine Learning},
  author = {Matthew Leon},
  journal= {arXiv preprint arXiv:2004.13081},
  year   = {2020}
}
R2 v1 2026-06-23T15:08:03.799Z