arXiv Artificial Intelligence

WaveVerif: Acoustic Side-Channel based Verification of Robotic Workflows

20 days ago 21.08.2026 07:00 👁 2 views
WaveVerif: Acoustic Side-Channel based Verification of Robotic Workflows

Quick summary

arXiv:2510.25960v2 Announce Type: replace-cross Abstract: In this paper, we present a framework that uses acoustic side-channel analysis (ASCA) to monitor and verify whether a robot correctly executes its intended commands. We develop and evaluate a machine-learning-based workflow verification system that uses acoustic emissions generated by robotic movements. The system can determine whether real-time behavior is consistent with expected commands. The evaluation takes into account movement speed, direction, and microphone distance. The results show that individual robot movements can be valid

Key takeaways

  • arXiv:2510.25960v2 Announce Type: replace-cross Abstract: In this paper, we present a framework that uses acoustic side-channel analysis (ASCA) to monitor and verify whether a robot correctly executes its intended commands.
  • We develop and evaluate a machine-learning-based workflow verification system that uses acoustic emissions generated by robotic movements.
  • The system can determine whether real-time behavior is consistent with expected commands.

Why it matters

“WaveVerif: Acoustic Side-Channel based Verification of Robotic Workflows” highlights the need for repeatable measurement rather than a single impressive demonstration. Independent validation across datasets and clearly stated limitations determine whether a result can guide product decisions.

Kaynak sitede devamını oku: arXiv Artificial Intelligence ↗