AINeutralarXiv – CS AI · 5h ago6/10
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Beyond Post-hoc Explanation: Toward Glassbox AI via Probabilistic Mediation
Researchers propose the Glassbox Framework, a new AI architecture that replaces post-hoc explainability with ante-hoc probabilistic mediation using Bayesian networks as transparent reasoning layers for large language models. This approach aims to make AI systems fundamentally accountable in high-stakes domains like healthcare, law, and public administration by encoding domain knowledge and causal assumptions before inference occurs.