AI RESEARCH

Multi-Dimensional Model Integrity and Responsibility Assessment Index and Scoring Framework

arXiv CS.LG

ArXi:2605.14550v1 Announce Type: new Artificial intelligence in high-stakes tabular domains cannot be evaluated by predictive performance alone, yet current practice still assesses explainability, fairness, robustness, privacy, and sustainability mostly in isolation. We propose the Model Integrity and Responsibility Assessment Index (MIRAI), a unified evaluation framework that measures tabular models across these five dimensions under a controlled comparison setting and aggregates them into a single score.