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Bias and False Positive Challenges in AI-Based Intrusion Detection Systems under Extreme Class Imbalance

: Artificial intelligence (AI)-based intrusion detection systems (IDS) have evolved to be fundamental in detecting cyberattacks in contemporary networks. Unfortunately, the significant class imbalance present in cyberse-curity datasets may introduce unfair biases during model learning, producing unpredictable predictio...