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Explainability - What is the explainability problem?


The issue with explainability lies in its inherent risks. The explanations provided can potentially be misleading or deceptive, or they could be manipulated by malicious entities. Furthermore, explanations can pose threats to privacy as they might reveal information about the model or the data used for training.