Methods and apparatus to implement trusted transfer learning on transformer-based phishing detection
US12306940B2 · kind B2 · utility
Assignee
Inventors
Key dates
| Filing date | Sep 9, 2022 |
| Grant date | May 20, 2025 |
| Priority date | — |
| Expiry date | May 13, 2043 |
Classification
- Technology area (CPC G)Physics
- CPC primaryG06F2221/034
- WIPO fieldComputer technology
- WIPO sectorElectrical engineering
Abstract
Methods, apparatus, systems, and articles of manufacture are disclosed to implement trusted transfer learning on transformer-based phishing detection. In some examples, an apparatus includes processor circuitry to perform instructions to instantiate circuitry. The instantiated circuitry provides a uniform resource locator (URL) matrix corresponding to at least a portion of a URL address to a first transformer model and provide a web content data matrix corresponding to web content data on a web page at the URL address to a second transformer model. The instantiated circuitry performs data fusion on a first output from the first transformer model and a second output from the second transformer model to create a combined result. The instantiated circuitry determines at least whether phishing is detected at the URL address based at least in part on the combined result.
Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.