AI Game Screen Execution Prediction for Interpretability
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Solution Overview
Problem
In virtual games utilizing artificial intelligence, information is not displayed completely, affecting the viewing experience and interpretability of AI decision-making processes.
Innovation Solution
An information processing method and apparatus that displays a running virtual game screen, obtains battle reference data, and provides execution prediction information for upcoming candidate operations, enabling users to understand AI decision-making through auxiliary references.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Extent of automation
If AI objects manipulate virtual characters in virtual games, then automation and intelligence are improved, but information completeness and interpretability deteriorate
Solution Approach 1:
The patent implements feedback mechanisms by displaying execution prediction information that shows the relationship between AI decision-making and game outcomes. The system provides auxiliary reference information that feeds back to users about why certain operations were chosen, making the automated AI processes transparent and interpretable while maintaining automation benefits.
Solution Approach 2:
The patent introduces an intermediary information display layer that mediates between the AI's internal decision-making process and the user's understanding. This intermediary presents execution prediction information and auxiliary references that bridge the gap between automated AI operations and human comprehension, preserving automation while improving information completeness.
2Ease of operation
If AI decision-making processes are simplified for better interpretability, then ease of understanding is improved, but measurement precision and decision accuracy deteriorate
Solution Approach 1:
The patent segments AI decision-making information into multiple distinguishable components including execution prediction information, auxiliary reference information, and operation timing data. This segmentation allows the system to maintain precise decision-making processes while presenting them in an organized, easily understandable format that preserves both accuracy and interpretability.
Solution Approach 2:
The patent adds a new dimension of information presentation by displaying execution prediction information alongside auxiliary references. This dimensional expansion allows the system to maintain complex accurate decision-making while providing multiple layers of explanation that enhance user understanding without compromising decision precision.
Data Source
AI summary
A method of information processing includes displaying a running screen of a target virtual game in a first time unit, the target virtual game includes at least a first virtual character that is manipulated by an artificial intelligence (AI) object. The method also includes obtaining battle reference data associated with the running screen, the battle reference data includes battle data fed back by the first virtual character when the first virtual character participates in the target virtual game in the first time unit. The method also includes displaying execution prediction information of at least a to-be-executed candidate operation based on the battle reference data. Apparatus and non-transitory computer-readable storage medium counterpart embodiments are also contemplated.