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#false-data-injection

Does Demand Response Increase Vulnerability to Cyber Attacks by Adversarial Data Modifications?

arXiv cs.LG · 2026-07-09 Cached

This paper investigates how adversarial data modifications to electricity price forecasts can impact industrial demand response, finding that while attacks can erode profits, limited perturbations preserve most of the financial benefit.

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#false-data-injection

Cycle-Space Informed Detection of Autoencoded Blind False Data Injection Attacks on Power Systems

arXiv cs.LG · 2026-05-29 Cached

This paper proposes a Cycle-Space Detector (CSD) for detecting blind false data injection attacks on power systems, where an autoencoder generates stealthy perturbations aligned with the measurement Jacobian null space. The CSD uses topology-derived cycle constraints to improve detection without requiring precise line parameters.

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