Projected Vector Overflow Penalty as Mitigation for Machine Learning Model String Stuffing

Patent №

US 11,636,202

Granted

2023-04-25

Filed 2020

Owner

CYLANCE INC.

Lab

AI components

4

ml · vision · planning · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

16798120

An artifact is received from which features are extracted and used to populate a vector. The features in the vector are then reduced using a feature reduction operation to result in a modified vector having a plurality of buckets. Features within the buckets of the modified vector above a pre-determined projected bucket clipping threshold are then identified. Using the identified features, and overflow vector is then generated. The modified vector is then input into a classification model to generate a score. This score is adjusted based on the overflow vector and can then be provided to a consuming application or process. Related apparatus, systems, techniques and articles are also described.

Machine learningVisionPlanningAI hardwareG06F 21/554G06F 21/562G06N 5/01G06N 5/04G06N 20/00G06F 2221/033

AI classification

Machine learning1.00
Planning0.99
AI hardware0.98
Vision0.97
Knowledge representation0.21
Natural language0.05
Evolutionary computation0.04
Speech0.00

Ownership

CYLANCE INC.

assignment · 519000816

Assignors

PETERSEN, ERIC GLEN

On an employer assignment, the assignors are typically the inventors.

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