Adaptive Defense Against Packet-Mutation Adversarial Attacks in Network Intrusion
93.7% detection rate
+43.4% zero-day detection
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Research
At OmniEdge IT Solutions, we don't just develop products, we actively engage in research and innovation to advance AI-driven, human-centred technologies, combining scientific rigour with practical engineering to turn AI and data science research into solutions that work in the real world.
Publications
We translate advances in AI, data science, and human-computer interaction into secure, scalable products, grounded in scientific evidence and real-world validation. Our team of qualified scientists works alongside experienced engineers at every stage, from prototyping to deployment, keeping impact, trust, and accessibility at the centre of what we build.
Decentralised Reputation Tracking using TinyML for Task Recommendation in Spatial Crowdsourcing
-45% communication overhead
4× lower latency
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Network IDS Alert Classification Using Hybrid Transfer-Active Learning: Reducing Analyst Burden in SOC Environments
0.973 F1-score
90% of peak with 300 labels
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Machine Learning Techniques for Enhanced Intrusion Detection in IoT Security: A Hybrid Ensemble Classification Framework
up to +3.91% accuracy
up to +4.16% F1-score
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