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Host-based IDS detecting memory-based attacks (memory dumping, credential scraping, unauthorized process access) using ML anomaly detection. Classical pipeline (Isolation Forest, Random Forest) benchmarked against quantum-inspired techniques via Qiskit on UNSW-NB15/CICIDS datasets. EPITA AL Project 2026.