AI RESEARCH

Explainable AI Isn't Enough! Rethinking Algorithmic Contestability

arXiv CS.LG

ArXi:2605.16041v1 Announce Type: cross Machine learning systems increasingly make life-changing decisions about individuals, such as loan approvals, hiring, and cheating detection, raising a pressing question: how can individuals respond to negative decisions made by these opaque systems? While explainable artificial intelligence (XAI) has largely focused on algorithmic re