AI Model Transmission With Accuracy Metadata for Credible Inference
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Solution Overview
Problem
Existing communication systems fail to provide accuracy information of AI models during transmission, limiting the credibility and effectiveness of model usage by receiving terminals.
Innovation Solution
A method and apparatus for transmitting information indicating data used to obtain the accuracy of a model, enabling receiving terminals to assess and improve the credibility of AI models by using accuracy data such as model identifier, calculation methods, and accuracy results.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Productivity
If only model address and valid time are sent during AI model transmission, then transmission efficiency is improved, but receiving terminal cannot obtain accuracy information of the model
Solution Approach 1:
The patent segments model information into multiple parts: model address information, valid time information, and accuracy information. Each part is transmitted separately but together they form complete model metadata, allowing receiving terminals to obtain comprehensive information without increasing overall transmission burden
Solution Approach 2:
The patent introduces accuracy information as an intermediary element that bridges the model address and the actual model file. This intermediary provides credibility verification for the model, allowing terminals to assess model quality before usage without affecting the core transmission process
2Reliability
If accuracy information of AI models is included in transmission, then credibility and effectiveness of model usage is improved, but transmission data volume increases
Solution Approach 1:
The patent applies local quality by transmitting accuracy information selectively rather than universally. The accuracy information is provided for specific models where credibility verification is needed, while maintaining efficient transmission for other cases, thus balancing reliability improvement with data volume control
Data Source
AI summary
This application discloses an information transmission method and apparatus, and a communication device. The information transmission method of embodiments of this application includes: sending, by a first communication device, first information to a second communication device; where the first information includes information for indicating data used to obtain an accuracy of a first model.