Counterfactuals Based Automated Decision System

    公开(公告)号:US20250148324A1

    公开(公告)日:2025-05-08

    申请号:US18500965

    申请日:2023-11-02

    Abstract: Various embodiments include systems and methods for using artificial intelligence (AI) to make decisions or predictions without direct human intervention. A computing device may be configured to receive an input query that includes query parameters and auxiliary data, apply the received input query to an AI model to generate an initial prediction, and perform explainable AI (XAI) analysis using approximate methods to identify influential features. The computing device may determine key features based on the identified influential features, apply the determined key features to a modified counterfactual model to generate an initial set of counterfactuals, prioritize the generated initial set of counterfactuals, and determine whether the prioritized set of counterfactuals has reached convergence. The computing device may output an enhanced set of counterfactuals in response to determining that the prioritized set of counterfactuals has reached convergence.

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