Patents
US 12770018 B2: Collaborative multitask and transfer learning for predicting properties with scarce data
- Granted
- 2026-10-20
- Filed
- 2024-01-24 application 18420906
- Type
- Utility · 20 claims
- Elsewhere
- Google Patents ↗ · USPTO patent document ↗ · USPTO Patent Center record ↗
Abstract
A method of forming a model for predicting one or more properties is provided. The method includes determining a plurality of datasets of properties. The method also includes training a common encoder and one or more individual decoders utilizing the plurality of datasets of properties. Each individual decoder of the individual decoder(s) is distinct from each other and is used to model different properties. The method also includes determining a transfer learning dataset for one or more properties, training a new decoder using the transfer learning dataset and the common encoder, generating a predicted property using the common encoder and the new decoder, and preparing an item using the predicted property.
Source: PTBLXML, file of 2026-10-20 (ipgb20261020.xml).
Assignees
| Assignee | Type | Place | Also on furp.org | Source |
|---|---|---|---|---|
| CORNING INCORPORATED 4,960 patents | US company or organization | Corning, NY | CORNING INCORPORATED Federal lobbying client EXACT high confidence: identical full name and state | PTBLXML, file of 2026-10-20 |
Inventors
| Inventor | Place | Patents | Person page | Source |
|---|---|---|---|---|
| Adama Tandia | Corning, NY | 22 | PTBLXML, file of 2026-10-20 | |
| Zheren Wang | Redwood City, CA | PTBLXML, file of 2026-10-20 |
CPC categories
| Subclass | Category | First group | Source |
|---|---|---|---|
| G06N | Computing arrangements based on specific computational models | G06N3/096 | PTBLXML, file of 2026-10-20 |
Cooperative Patent Classification, as currently assigned (one row per subclass).
Assignments and security interests
No recorded assignments or security interests on file for this patent.
USPTO bulk data: PatentsView granted patents, disambiguated (PVGPATDIS) for patents, assignees, inventors, places and CPC categories; the USPTO Patent Assignment Dataset (ECORSEXC) for assignments and security interests. Patents filed in the last 20 years. No claims or full text. Links to other records are by name (and state): EXACT means the identical full name and state; FUZZY means a looser name match, with the confidence shown.