Deep learning intrusion detection for IIoT/local-cloud telemetry using a Transformer-based tabular model, controlled experiments, ablations, ensembles, and risk-aware evaluation (AIF360 + NIST-aligned checks).
Open-source assurance-centered agentic AIOps framework for industrial cybersecurity, combining integrated analytics, generative RCA, contested multi-agent orchestration, HITL adjudication, and governance-aligned decision support.
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