MUMBAI, India, Aug. 10 -- Intellectual Property India has published a patent application (202511002004 A) filed by Lovely Professional University on January 09, 2025, for Defense Mechanism For Intrusion Detection Systems Against Adversarial Machine Learning Attacks.
Inventors include Tiyas Sarkar; Dr. Manikrakhra; and Baljinder Kaur.
The application for the patent was published on July 31, 2026, under issue no. 31/2026.
Abstract: ABSTRACT DEFENSE MECHANISM FOR INTRUSION DETECTION SYSTEMS AGAINST ADVERSARIAL MACHINE LEARNING ATTACKS The present invention relates to a defense mechanism specifically designed for intrusion detection systems to counter adversarial machine learning attacks. The system comprises an adversarial detection module that identifies adversarial perturbations in network traffic data using advanced scrutiny techniques. Following this, a robust classification engine classifies network activities as benign or malicious, maintaining high accuracy despite adversarial perturbations. A defense mechanism integration layer acts as an intermediary, coordinating data flow and defense strategies, and adapting these strategies based on new threat intelligence. The system also includes a feedback and adaptation system for continuous monitoring and strategy adaptation in response to evolving threats. Additionally, a user interface and monitoring dashboard provides a user-friendly interface for system performance monitoring and management, displaying relevant information from the feedback and adaptation system. This invention is particularly relevant in the technical field of cybersecurity, enhancing the resilience of intrusion detection systems against sophisticated adversarial attacks. Dated this …… Day of December 2024 Dr. Monica Gulati Registrar Lovely Professional University
Disclaimer: Curated by HT Syndication.
