US 2025/0053910 A1 · NESTED MODEL STRUCTURES FOR THE PERFORMANCE OF COMPLEX TASKS

Abstract

The disclosure is directed to systems, methods, and computer storage media, for, among other things, employing nested model structures to enforce compliance, within a computational system, to at least one policy. One method includes receiving a digital record that encodes content. A plurality of models (e.g., integrated models and/or model droplets) is employed to analyze the records. The plurality of models is configured and arranged within a nested structure of a hierarchy of models. Each of the plurality of models analyzes at least a portion of the record. Based on the nested structure, the hierarchy combines the analysis from each of the plurality of models to determine that the content violates a policy of a system. In response to determining that the content violates the policy, at least one mitigation (or intervention) action are performed. The at least one mitigation action may alter subsequent transmissions of the record.

Claims20

Dependent claims

A computer-implemented method comprising:

receiving, at a first container, a record that encodes content to be classified, where the first container is embedded in an elastic layer that includes at least a second container;
causing the first container to generate a classification associated with the record by providing the record as a first input to a plurality of models, where outputs of the plurality of models are provided as a second input to the second container;
causing the second container to validate the classification based on the second input to generate a validated output;
generating a determination that the content violates a policy based on the validated output;
and
in response to the determination, performing a mitigation action that alters subsequent transmissions of the record.

3 more elements

A system comprising:

at least one hardware processor;
and
at least one computer-readable media having executable instructions embodied thereon, that, as a result of being executed by the at least one hardware processor, cause the at least one hardware processor to execute operations comprising:
generating a plurality of elastic layers, where a first elastic layer of the plurality of elastic layers includes a plurality of containers;
receiving, at a first container of the first elastic layer, a record that encodes content to be classified;
causing the first elastic layer to generate a first classification associated with the record by providing the record as a first input to a plurality of models, where an output of a first model of the plurality of models executed within the first container is provided as a second input to a second container of the first elastic layer;
causing the second container to generate a second classification based on the second input to generate a validated output;
generating a determination that the content violates a policy based on the validated output;
and
in response to the determination, performing a mitigation action that alters subsequent transmissions of the record.

7 more elements

At least one computer storage media storing computer-useable instructions that, when used by at least one computing device, cause the at least one computing device to perform operations comprising:

receiving a record that encodes content;
providing the record as an input to a plurality of layers, a first layer of the plurality of layers including a plurality of containers that include a model that classifies the content, where a output of a first container of the first layer is provided to a second container of a second layer as a second input along with the record;
generating a determination that the content violates the policy based on an output of at least one layer of the plurality of layers;
and
performing at least one mitigation action that alters subsequent transmissions of the record based on the determination.

2 more elements

Dependencies are inferred from the claim text.

Nested model structures for the performance of complex tasks

Life of this patent

Nested model structures for the performance of complex tasks

Life of this patent

Abstract

Claims20