Systematic Review of Explainable Artificial Intelligence for Epileptic Seizure Onset Early Warning: Towards Responsible Artificial Intelligence

This systematic review examines explainable AI applications for early warning of epileptic seizures, evaluating 26 studies published 2019-2024 against responsible AI principles. The analysis identifies transparency and explainability as high-risk domains, highlighting current challenges in ensuring safety and accountability of AI-based seizure prediction systems.