Audio Adversarial Examples Paper List

A curated list of awesome audio adversarial examples papers(with code & demo if available), inspired by awesome-adversarial-machine-learning.

Papers

Title	Authors	Publication	Year	Code	Demo	Presentation
Inaudible Voice Commands	L. Song et al.	CCS	2017	☑️	☑️
Audio Adversarial Examples: Targeted Attacks on Speech-to-Text	N. Carlini et al.	DLS	2018	☑️	☑️	☑️
ADAGIO: Interactive Experimentation with Adversarial Attack and Defense for Audio	N. Das et al.	ECML-PKDD	2018		☑️
CommanderSong: A Systematic Approach for Practical Adversarial Voice Recognition	X. Yuan et al.	USENIX Security	2018			☑️
Adversarial Black-Box Attacks for Automatic Speech Recognition Systems Using Multi-Objective Genetic Optimization	S. Khare et al.	Interspeech	2019
Adversarial Attacks Against Automatic Speech Recognition Systems via Psychoacoustic Hiding	L. Schönherr et al.	NDSS	2019	☑️	☑️
Robust Audio Adversarial Example for a Physical Attack	H. Yakura et al.	IJCAI	2019	☑️	☑️
Characterizing Audio Adversarial Examples Using Temporal Dependency	Z. Yang et al.	ICLR	2019	☑️	☑️
Practical Hidden Voice Attacks against Speech and Speaker Recognition Systems	H. Abdullah et al.	NDSS	2019		☑️
Hear ‘No Evil’, See ‘Kenansville’: Efficient and Transferable Black-Box Attacks on Speech Recognition and Voice Identification Systems	H. Abdullah et al.	arXiv	2019		☑️
SirenAttack: Generating Adversarial Audio for End-to-End Acoustic Systems	T. Du et al.	NDSS	2019
Towards Weighted-Sampling Audio Adversarial Example Attack	X. Liu et al.	AAAI	2019		☑️
Universal Adversarial Perturbations for Speech Recognition Systems	P. Neekharaet al.	Interspeech	2019		☑️
Imperceptible, Robust, and Targeted Adversarial Examples for Automatic Speech Recognition	Y. Qin et al.	ICML	2019	☑️	☑️
Imperio: Robust Over-the-Air Adversarial Examples for Automatic Speech Recognition Systems	L. Schönherr et al.	arXiv	2019		☑️
Devil’s Whisper: A General Approach for Physical Adversarial Attacks against Commercial Black-box Speech Recognition Devices	Y. Chen et al.	USENIX Security	2020	☑️	☑️