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Author

Amirmasoud Pourmiri

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Conference Jul 2026

Autoencoder-Based Anomaly Detection on CAN Bus Networks with Surrogate Decision-Tree Interpretability

Modern vehicles depend on dozens of Electronic Control Units (ECUs) that exchange messages over the Controller Area Network (CAN) bus. Because CAN lacks authentication and encryption, it remains susceptible to message-injection attacks. We present an empirical study of reconstruction-based CAN intrusion detection acros...

Amirmasoud Pourmiri, Ali Eslami, Sergio A. Salinas Monroy · 0 citations
Conference Jul 2026

Resource-Constrained CAN Intrusion Detection with Distilled Decision Trees

Controller Area Network (CAN) is the dominant in-vehicle bus, yet its broadcast design and absent authentication leave it exposed to injection and spoofing attacks. Existing deep-learning intrusion detection systems achieve strong accuracy but depend on ML inference frameworks incompatible with the resource budgets of...

Amirmasoud Pourmiri, Ali Eslami, Sergio A. Salinas Monroy · 0 citations

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