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RESEARCH27

Error-free Training for MedMNIST Datasets

arXiv CS.AIΒ·April 22, 2026

This paper introduces Artificial Special Intelligence, a new concept enabling error-free training of Machine Learning models for classification, preventing repeated mistakes. The method was successfully applied to 18 MedMNIST biomedical datasets, achieving perfection in most cases despite some double-labeling issues.

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