mlsanityData to 7 Oct 2026

Perceptual Based Adversarial Audio Attacks

arXiv 1906.06355 ↗First posted 14 Jun 2019eess.AS cs.SDcited by 13

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Abstract (arXiv)

Recent work has shown the possibility of adversarial attacks on automatic speechrecognition (ASR) systems. However, in the vast majority of work in this area, theattacks have been executed only in the digital space, or have involved short phrasesand static room settings. In this paper, we demonstrate a physically realizableaudio adversarial attack. We base our approach specifically on a psychoacoustic-property-based loss function, and automated generation of room impulse responses, to create adversarial attacks that are robust when played over a speaker in multiple environments. We show that such attacks are possible even while being virtually imperceptible to listeners.

Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 14 Jun 2019.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 8; 2022: 1; 2023: 1; 2024: 0; 2025: 0; 2026: 3.

13 papers.

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  1. 2021Sequential Randomized Smoothing for Adversarially Robust Speech Recognitioncited by 13
  2. 2021Dompteur: Taming Audio Adversarial Examplescited by 10
  3. 2023Adversarial Examples in the Physical World: A Surveycited by 10
  4. 2021Multi-Discriminator Sobolev Defense-GAN Against Adversarial Attacks for End-to-End Speech Systemscited by 4
  5. 2021SoK: A Modularized Approach to Study the Security of Automatic Speech Recognition Systemscited by 4
  6. 2021Towards Robust Speech-to-Text Adversarial Attackcited by 3
  7. 2021Catch Me If You Can: Blackbox Adversarial Attacks on Automatic Speech Recognition using Frequency Maskingcited by 1
  8. 2021Cortical Features for Defense Against Adversarial Audio Attackscited by 0
  9. 2021SoK: A Study of the Security on Voice Processing Systemscited by 0
  10. 2022Learning Representations Robust to Group Shifts and Adversarial Examplescited by 0
  11. 2026Hearing the Unspoken: Language Model Priors for Acoustic Adversarial Attackscited by 0
  12. 2026What Was That Again? Certified Robustness for Automatic Speech Recognitioncited by 0
1 more
  1. 2026Room for Error: Large-Scale Simulation of Over-the-Air Acoustic Attackscited by 0