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CognitiveLens: A Human-AI Decision Alignment Analysis Tool to Enhance AI System Credibility and Fairness

An open-source analysis tool for examining the consistency between human and AI decisions. It helps machine learning systems achieve higher transparency and ethical standards through fairness assessment, calibration analysis, and interpretability metrics.

AI可解释性人机决策对齐公平性评估机器学习Cohen's KappaAUCBrier分数算法偏见AI治理模型校准
Published 2026-05-10 05:26Recent activity 2026-05-10 05:30Estimated read 1 min
CognitiveLens: A Human-AI Decision Alignment Analysis Tool to Enhance AI System Credibility and Fairness
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Section 01

导读 / 主楼:CognitiveLens: A Human-AI Decision Alignment Analysis Tool to Enhance AI System Credibility and Fairness

Introduction / Main Floor: CognitiveLens: A Human-AI Decision Alignment Analysis Tool to Enhance AI System Credibility and Fairness

An open-source analysis tool for examining the consistency between human and AI decisions. It helps machine learning systems achieve higher transparency and ethical standards through fairness assessment, calibration analysis, and interpretability metrics.