System and method for managing artificial intelligence models
US12175008B2 · kind B2 · utility
Assignee
Inventors
Key dates
| Filing date | Dec 29, 2022 |
| Grant date | Dec 24, 2024 |
| Priority date | — |
| Expiry date | Aug 23, 2043 |
Classification
- Technology area (CPC G)Physics
- CPC primaryG06N20/00
- WIPO fieldComputer technology
- WIPO sectorElectrical engineering
Abstract
Methods and systems for managing artificial intelligence (AI) models are disclosed. To manage AI models, snapshots of the AI models may be obtained. The snapshot may include information regarding the structure of the AI model, information regarding the inferences obtained from the AI model, and/or information regarding training data used to train the AI model. When the identification of poisoned training data is made, an instance of an AI model trained with the training data may be tainted. To repair the tainted AI model, another instance of the AI model that is not tainted may be identified using the AI model snapshots. The untainted AI model may then be updated using training data that is not poisoned. By doing so, the effect of poisoned training data may be efficiently computationally mitigated.
Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.