---
id: 1834
title: "Efficient audits with machine learning and Slither-simil"
source_domain: blog.trailofbits.com
source_url: "https://blog.trailofbits.com/2020/10/23/efficient-audits-with-machine-learning-and-slither-simil/"
published_at: "2020-10-23T11:00:51Z"
tags: ["ai-security", "web3", "smart-contracts", "machine-learning", "static-analysis", "solidity", "slither", "auditing", "code-similarity"]
phying_url: "https://phying.com/item/1834"
lang: en
---

# Efficient audits with machine learning and Slither-simil

## Summary

Trail of Bits applies machine learning to smart contract auditing with Slither-simil, which vectorizes Solidity functions via SlithIR to flag code similar to previously reported vulnerabilities.

## Intelligence Metadata

- **Sources:** blog.trailofbits.com
- **Published:** 2020-10-23T11:00:51Z
- **Original:** https://blog.trailofbits.com/2020/10/23/efficient-audits-with-machine-learning-and-slither-simil/
- **Phying News:** https://phying.com/item/1834