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项目作者： imcaspar

项目描述 ：
A curated list of awesome audio adversarial examples papers(with code & demo if available).
高级语言：
项目地址: git://github.com/imcaspar/audio-adv-papers.git
创建时间： 2020-04-26T06:33:44Z
项目社区：https://github.com/imcaspar/audio-adv-papers
开源协议：Creative Commons Zero v1.0 Universal
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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 ☑️ ☑️