ResearchResearch paperHardware & Compute · Safety & Alignment1 source · Oct 7, 2026

CPU-Auth: Device Fingerprinting for Authentication via DVFS Side-Channel

This work explores CPU-Auth, a novel authentication mechanism based on unique variations in the physical characteristics of the CPU of a computing device.

Key points

  • Lack of effective authentication has resulted in numerous security and privacy breaches, including unauthorized access to protected information, identity theft, and fraud.
  • Some secondary authentication factors include SMS text verification codes, biometrics, and tokens.
  • By measuring the behavior of the Dynamic Voltage and Frequency Scaling (DVFS) governor remotely from within a browser, unique properties of the CPU can be leveraged to establish a hardware-based device fingerprint for use in CPU-Auth.
  • The performance of CPU-Auth is evaluated on over 50,000 data traces using distance-based and deep learning methods.

Sources (1)

  • [1]CPU-Auth: Device Fingerprinting for Authentication via DVFS Side-Channel
    arXiv (AI, ML, NLP, CV, robotics, multi-agent) · Oct 7, 06:27 PM
    This work explores CPU-Auth, a novel authentication mechanism based on unique variations in the physical characteristics of the CPU of a computing device.
    Lack of effective authentication has resulted in numerous security and privacy breaches, including unauthorized access to protected information, identity theft, and fraud.

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