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The attacker injects malicious JavaScript into web interlock ettore pages to achieve the purpose of implanting Trojan horses, spreading viruses, phishing, and obtaining secret information.By analyzing the existing researches on malicious JavaScript detection, a malicious JavaScript detection model based on LSTM (Long Short-Term Memory) is proposed.