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cs.AI2026
The Open-Box Fallacy: Why AI Deployment Needs a Calibrated Verification Regime
Phongsakon Mark Konrad, Tim Lukas Adam, Ane Cathrine Holst Merrild +4
AI deployment in sensitive domains such as health care, credit, employment, and criminal justice is often treated as unsafe to authorize until model internals can be explained. Thi…
cs.AI2025
Beyond Known Reality: Exploiting Counterfactual Explanations for Medical Research
Toygar Tanyel, Serkan Ayvaz, Bilgin Keserci
The field of explainability in artificial intelligence (AI) has witnessed a growing number of studies and increasing scholarly interest. However, the lack of human-friendly and ind…