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Deep Recurrent Hidden Markov Learning Framework for Multi-Stage Advanced Persistent Threat Prediction
Saleem Ishaq Tijjani, Bogdan Ghita, Nathan Clarke +1
Advanced Persistent Threats (APTs) represent hidden, multi\-stage cyberattacks whose long term persistence and adaptive behavior challenge conventional intrusion detection systems…
S-DAPT-2026: A Stage-Aware Synthetic Dataset for Advanced Persistent Threat Detection
Saleem Ishaq Tijjani, Bogdan Ghita, Nathan Clarke +1
The detection of advanced persistent threats (APTs) remains a crucial challenge due to their stealthy, multistage nature and the limited availability of realistic, labeled datasets…
A Unified Knowledge Graph to Permit Interoperability of Heterogeneous Digital Evidence
Ali Alshumrani, Nathan Clarke, Bogdan Ghita
The modern digital world is highly heterogeneous, encompassing a wide variety of communications, devices, and services. This interconnectedness generates, synchronises, stores, and…