Intel corporation (20240356820). METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO VERIFY INTEGRITY OF MODEL EXECUTION ON COMPUTING RESOURCES USING TELEMETRY INFORMATION simplified abstract
Contents
- 1 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO VERIFY INTEGRITY OF MODEL EXECUTION ON COMPUTING RESOURCES USING TELEMETRY INFORMATION
- 1.1 Organization Name
- 1.2 Inventor(s)
- 1.3 METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO VERIFY INTEGRITY OF MODEL EXECUTION ON COMPUTING RESOURCES USING TELEMETRY INFORMATION - A simplified explanation of the abstract
- 1.4 Simplified Explanation
- 1.5 Key Features and Innovation
- 1.6 Potential Applications
- 1.7 Problems Solved
- 1.8 Benefits
- 1.9 Commercial Applications
- 1.10 Prior Art
- 1.11 Frequently Updated Research
- 1.12 Questions about Telemetry-Based Verification Systems
- 1.13 Original Abstract Submitted
METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO VERIFY INTEGRITY OF MODEL EXECUTION ON COMPUTING RESOURCES USING TELEMETRY INFORMATION
Organization Name
Inventor(s)
Abhishek Chakraborty of Hillsboro OR (US)
Jason Mou Lap Fung of Portland OR (US)
METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO VERIFY INTEGRITY OF MODEL EXECUTION ON COMPUTING RESOURCES USING TELEMETRY INFORMATION - A simplified explanation of the abstract
This abstract first appeared for US patent application 20240356820 titled 'METHODS, SYSTEMS, ARTICLES OF MANUFACTURE AND APPARATUS TO VERIFY INTEGRITY OF MODEL EXECUTION ON COMPUTING RESOURCES USING TELEMETRY INFORMATION
Simplified Explanation
The patent application describes a system to verify the integrity of model execution on computing resources using telemetry information.
- Machine-readable instructions are used to instruct computing resources to process a model and compare performance metrics.
- An integrity score is calculated based on the comparison of telemetry performance metrics.
Key Features and Innovation
- Verification of model execution integrity on computing resources.
- Use of telemetry information to compare performance metrics.
- Calculation of an integrity score based on similarity metrics.
Potential Applications
This technology can be applied in:
- Cloud computing environments
- Machine learning model deployment
- Quality assurance in computing services
Problems Solved
- Ensuring the accuracy and reliability of model execution on computing resources.
- Monitoring and verifying performance metrics in real-time.
Benefits
- Improved trust in model execution on computing resources.
- Enhanced quality control in computing services.
- Real-time monitoring of performance metrics.
Commercial Applications
- Cloud service providers can use this technology to assure customers of the integrity of their model execution.
- Companies deploying machine learning models can ensure the reliability of their services.
Prior Art
Readers can explore prior art related to telemetry-based verification systems in cloud computing and machine learning model deployment.
Frequently Updated Research
Stay updated on research related to telemetry-based integrity verification systems in cloud computing and machine learning model deployment.
Questions about Telemetry-Based Verification Systems
How does telemetry information contribute to verifying model execution integrity?
Telemetry information provides real-time performance metrics that can be compared to baseline metrics for verification.
What are the potential implications of inaccurate integrity verification in computing resources?
Inaccurate integrity verification can lead to unreliable model execution and compromised computing services.
Original Abstract Submitted
systems, apparatus, articles of manufacture, and methods are disclosed to verify integrity of model execution on computing resources using telemetry information. an example apparatus includes machine-readable instructions, and at least one processor circuit to be programmed by the machine-readable instructions to instruct one or more first computing resources of a service provider to process a first model, compare first telemetry performance metrics received from the service provider with second telemetry performance metrics associated with baseline computing resources, and verify an integrity score of the service provider based on a similarity metric associated with the first telemetry performance metrics and the second telemetry performance metrics.
