AutoInvent
Turn abandoned patents
into your own filing
Get Started
Patent drawing for Meta-transfer learning via contextual invariants for cross-domain recommendation
US 20,210,110,306 A1
Machine learning US 20,210,110,306 A1 Expired

Meta-transfer learning via contextual invariants for cross-domain recommendation

This system is a computer program designed to give better recommendations, particularly when there isn't much information available for the specific items you want to suggest. It achieves this by first learning general user preference patterns from a large, well-understood set of data, then applying those learned patterns to a smaller, less complete set. The core idea is to use contextual information, like when or where a user interacts, to bridge the gap between the abundant and scarce data.

Why it matters: Filed before the widespread availability of powerful foundation models. The ability to learn and transfer contextual invariances has advanced significantly, making the core mechanism more feasible.

Status
ExpiredProtection ended and was never renewed
How hard to build
SpecializedSoftware logic, machine learning models, data processing

3 AI reinvention directions for this patent

See all three

AI gives you a few directions you could take this. Pick one, and we check whether your version is different enough to patent, then write the filing.

Reinvent this with AI

Where this one came from

Every morning we go through millions of abandoned patents and pick out 15 worth your time. This was one of today’s.