Mathematical Foundations of Explainable Artificial Intelligence
The study demonstrates that explainability is fundamentally rooted in mathematical reasoning rather than solely dependent on visualization or heuristic interpretation, and concludes that future progress in trustworthy AI will rely increasingly on deeper integration between mathematical sciences and explainability resea...