arxiv.org/abs/2610.30713 AIRO: A Streaming-Based Machine Learning Framework for Threat Detection and Security in Industrial Internet of Things
The paper introduces AIRO, a framework for monitoring and responding to threats in Industrial IoT environments. It links Kafka streaming, ML inference and automated mitigations such as IP blocking, and its best models (Gradient Boosting, LightGBM) reach F1-scores up to 0.9229 on four purpose-built datasets.
— via arXiv Cryptography Security, Raima Deb, Pranav M Pawar, Mithun Mukherjee, Raja Muthalagu, Mian Guo