The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Jan. 07, 2025
Filed:
Feb. 09, 2022
Rapid7, Inc., Boston, MA (US);
Erick Galinkin, Monroe, NC (US);
Rapid7, Inc., Boston, MA (US);
Abstract
Various embodiments include systems and methods to implement a process for determining expected exploitability of security vulnerabilities. Vulnerability information corresponding to a security vulnerability is input into a multi-headed neural network. A first feature vector is output via a probability of exploitation head of the multi-headed neural network. The first feature vector is extracted from the vulnerability information and comprises a first set of features. A second feature vector is extracted from code snippets and an abstract syntax tree analyzer, with the second feature vector including a second set of features related to the security vulnerability. The two feature vectors are concatenated to produce a third feature vector, and a regression model is used to determine a probability of exploitation for the security vulnerability based at least in part on the third feature vector.