Patents
US 12682084 B2: Third-party analytic and machine learning model validation
- Granted
- 2026-07-14
- Filed
- 2024-07-05 application 18765114
- Type
- Utility · 20 claims
- Elsewhere
- Google Patents ↗ · USPTO patent document ↗ · USPTO Patent Center record ↗
Abstract
Systems and methods for validating analytics or machine learning models using secure multi-party computation (SMPC) are disclosed. The system operates with a data owner party providing a validation data set and an analytic owner party supplying a specification of the analytic or machine learning model. The analytic owner party converts the specification into an oblivious computation and compiles it into a circuit of operations compatible with an SMPC protocol. The data owner party downloads the compiled specification and constructs a validation circuit to execute the model against the validation data set without revealing the data or model details. The results of the SMPC are evaluated to produce performance statistics of the model, ensuring privacy for both parties' data throughout the process.
Source: PTBLXML, file of 2026-07-14 (ipgb20260714.xml).
Assignees
| Assignee | Type | Place | Also on furp.org | Source |
|---|---|---|---|---|
| Enveil, Inc. 31 patents | US company or organization | Fulton, MD | ENVEIL, INC. State business registration EXACT high confidence: identical full name and state Enveil, Inc. Form D issuer EXACT high confidence: identical full name and state ENVEIL, INC. Federal lobbying client EXACT high confidence: identical full name and state | PTBLXML, file of 2026-07-14 |
Inventors
| Inventor | Place | Patents | Person page | Source |
|---|---|---|---|---|
| Ryan Carr | Fulton, MD | 34 | PTBLXML, file of 2026-07-14 | |
| Yizhou Li | McLean, VA | PTBLXML, file of 2026-07-14 |
CPC categories
| Subclass | Category | First group | Source |
|---|---|---|---|
| G06F | Electric digital data processing | G06F21/602 | PTBLXML, file of 2026-07-14 |
| H04L | Transmission of digital information, e.g. telegraphic communication | H04L9/321 | PTBLXML, file of 2026-07-14 |
Cooperative Patent Classification, as currently assigned (one row per subclass).
Assignments and security interests
| Recorded | What | From | To | Reel/frame | Source |
|---|---|---|---|---|---|
| 2024-07-08 | Assignment Assignment of assignor's interest | CARR, RYAN signed 2023-08-10 LI, YIZHOU signed 2023-08-02 | ENVEIL, INC. FULTON, MD | 67929/754 | PASDL, file of 2026-10-15 |
Documents recorded with the USPTO Assignment Recordation Branch that list this patent. A security interest is a lender’s claim on the patent as collateral; a release ends it.
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.