Author

V. Chennareddy

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Open access Jul 2026

AI-Driven Intelligent Intrusion Detection for Real-Time Network Threat Analysis in Enterprise and Cloud Networks

IHI-NIDS is made a scalable, interpretable, high-performance solution for current hybrid network security, filling the gap between operational viability and predictive AI-based defence.

E. Egho-Promise, Ekereuke Udoh, Edita Gashi et al. · Information · 0 citations

Jul 2026

Same Facts, Different Diagnosis: Measuring and Mitigating Narrative Anchoring in Clinical Language Models

NarrativeShield, a three-agent pipeline that structurally extracts and verifies clinical facts before diagnostic reasoning begins, reducing the Narrative Anchoring Gap to near-zero and achieving the lowest rate of severely unstable decisions of any method across all models, at a modest and mechanistically expected accu...

Prabhjot Singh, Pritam Deka, V. Chennareddy · arXiv.org · 0 citations