Towards Understanding and Mitigating Audio Adversarial Examples for Speaker Recognition

7 June 2022

Lingling Fan

Papers citing "Towards Understanding and Mitigating Audio Adversarial Examples for Speaker Recognition"

50 / 59 papers shown

Title
AudioJailbreak: Jailbreak Attacks against End-to-End Large Audio-Language Models Guangke Chen Fu Song Zhe Zhao Xiaojun Jia Yang Liu Yanchen Qiao Weizhe Zhang AuLLM AAML 59 1 0 20 May 2025
Towards Sample-specific Backdoor Attack with Clean Labels via Attribute Trigger Yiming Li Mingyan Zhu Junfeng Guo Tao Wei Shu-Tao Xia Zhan Qin AAML 85 1 0 03 Dec 2023
AS2T: Arbitrary Source-To-Target Adversarial Attack on Speaker Recognition Systems Guangke Chen Zhe Zhao Fu Song Sen Chen Lingling Fan Yang Liu AAML 60 19 0 07 Jun 2022
Silence is Sweeter Than Speech: Self-Supervised Model Using Silence to Store Speaker Information Chiyu Feng Po-Chun Hsu Hung-yi Lee SSL 49 8 0 08 May 2022
Data Augmentation Can Improve Robustness Sylvestre-Alvise Rebuffi Sven Gowal D. A. Calian Florian Stimberg Olivia Wiles Timothy A. Mann AAML 53 285 0 09 Nov 2021
Black-box Adversarial Attacks on Commercial Speech Platforms with Minimal Information Baolin Zheng Peipei Jiang Qian Wang Qi Li Chao Shen Cong Wang Yunjie Ge Qingyang Teng Shenyi Zhang AAML 27 70 0 19 Oct 2021
Fine-tuning wav2vec2 for speaker recognition Nik Vaessen David A. van Leeuwen 82 107 0 30 Sep 2021
"Hello, It's Me": Deep Learning-based Speech Synthesis Attacks in the Real World Emily Wenger Max Bronckers Christian Cianfarani Jenna Cryan Angela Sha Haitao Zheng Ben Y. Zhao AAML 55 39 0 20 Sep 2021
Voting for the right answer: Adversarial defense for speaker verification Haibin Wu Yang Zhang Zhiyong Wu Dong Wang Hung-yi Lee AAML 48 25 0 15 Jun 2021
Attack on practical speaker verification system using universal adversarial perturbations Weiyi Zhang Shuning Zhao Le Liu Jianmin Li Xingliang Cheng Tianshi Zheng Xiaolin Hu AAML 37 45 0 19 May 2021
SoK: A Modularized Approach to Study the Security of Automatic Speech Recognition Systems Yuxuan Chen Jiangshan Zhang Xuejing Yuan Shengzhi Zhang Kai Chen Xiaofeng Wang Shanqing Guo AAML 49 15 0 19 Mar 2021
Attack as Defense: Characterizing Adversarial Examples using Robustness Zhe Zhao Guangke Chen Jingyi Wang Yiwei Yang Fu Song Jun Sun AAML 78 31 0 13 Mar 2021
Dompteur: Taming Audio Adversarial Examples Thorsten Eisenhofer Lea Schonherr Joel Frank Lars Speckemeier D. Kolossa Thorsten Holz AAML 51 24 0 10 Feb 2021
FoolHD: Fooling speaker identification by Highly imperceptible adversarial Disturbances Ali Shahin Shamsabadi Francisco Teixeira A. Abad Bhiksha Raj Andrea Cavallaro Isabel Trancoso AAML 37 30 0 17 Nov 2020
Adversarial Attack and Defense Strategies for Deep Speaker Recognition Systems Arindam Jati Chin-Cheng Hsu Monisankha Pal Raghuveer Peri Wael AbdAlmageed Shrikanth Narayanan AAML 47 66 0 18 Aug 2020
SoK: The Faults in our ASRs: An Overview of Attacks against Automatic Speech Recognition and Speaker Identification Systems H. Abdullah Kevin Warren Vincent Bindschaedler Nicolas Papernot Patrick Traynor AAML 54 129 0 13 Jul 2020
wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations Alexei Baevski Henry Zhou Abdel-rahman Mohamed Michael Auli SSL 232 5,774 0 20 Jun 2020
Investigating Robustness of Adversarial Samples Detection for Automatic Speaker Verification Xu Li Na Li Jinghua Zhong Xixin Wu Xunying Liu Dan Su Dong Yu Helen Meng AAML 43 37 0 11 Jun 2020
Inaudible Adversarial Perturbations for Targeted Attack in Speaker Recognition Qing Wang Pengcheng Guo Lei Xie AAML 53 57 0 21 May 2020
Enabling Fast and Universal Audio Adversarial Attack Using Generative Model Yi Xie Zhuohang Li Cong Shi Jian-Dong Liu Yingying Chen Bo Yuan AAML 49 68 0 26 Apr 2020
Universal Adversarial Perturbations Generative Network for Speaker Recognition Jiguo Li Xinfeng Zhang Chuanmin Jia Jizheng Xu Li Zhang Y. Wang Siwei Ma Wen Gao AAML 40 46 0 07 Apr 2020
On Adaptive Attacks to Adversarial Example Defenses Florian Tramèr Nicholas Carlini Wieland Brendel Aleksander Madry AAML 242 831 0 19 Feb 2020
Adversarial Attacks on GMM i-vector based Speaker Verification Systems Xu Li Jinghua Zhong Xixin Wu Jianwei Yu Xunying Liu Helen Meng AAML 46 79 0 08 Nov 2019
Who is Real Bob? Adversarial Attacks on Speaker Recognition Systems Guangke Chen Sen Chen Lingling Fan Xiaoning Du Zhe Zhao Fu Song Yang Liu AAML 81 196 0 03 Nov 2019
Hear "No Evil", See "Kenansville": Efficient and Transferable Black-Box Attacks on Speech Recognition and Voice Identification Systems H. Abdullah Muhammad Sajidur Rahman Washington Garcia Logan Blue Kevin Warren Anurag Swarnim Yadav T. Shrimpton Patrick Traynor AAML 50 88 0 11 Oct 2019
Taking Care of The Discretization Problem: A Comprehensive Study of the Discretization Problem and A Black-Box Adversarial Attack in Discrete Integer Domain Lei Bu Yuchao Duan Fu Song Zhe Zhao AAML 52 18 0 19 May 2019
NATTACK: Learning the Distributions of Adversarial Examples for an Improved Black-Box Attack on Deep Neural Networks Yandong Li Lijun Li Liqiang Wang Tong Zhang Boqing Gong AAML 52 245 0 01 May 2019
Deep Learning for Audio Signal Processing Hendrik Purwins Yue Liu Tuomas Virtanen Jan Schlüter Shuo-yiin Chang Tara N. Sainath VLM 72 592 0 30 Apr 2019
Efficient Decision-based Black-box Adversarial Attacks on Face Recognition Yinpeng Dong Hang Su Baoyuan Wu Zhifeng Li Wen Liu Tong Zhang Jun Zhu CVBM AAML 75 406 0 09 Apr 2019
LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speech Heiga Zen Viet Dang R. Clark Yu Zhang Ron J. Weiss Ye Jia Zhiwen Chen Yonghui Wu 96 947 0 05 Apr 2019
Imperceptible, Robust, and Targeted Adversarial Examples for Automatic Speech Recognition Yao Qin Nicholas Carlini Ian Goodfellow G. Cottrell Colin Raffel AAML 66 379 0 22 Mar 2019
Practical Hidden Voice Attacks against Speech and Speaker Recognition Systems H. Abdullah Washington Garcia Christian Peeters Patrick Traynor Kevin R. B. Butler Joseph N. Wilson AAML 49 167 0 18 Mar 2019
SirenAttack: Generating Adversarial Audio for End-to-End Acoustic Systems Tianyu Du S. Ji Jinfeng Li Qinchen Gu Ting Wang R. Beyah AAML 51 129 0 23 Jan 2019
Characterizing Audio Adversarial Examples Using Temporal Dependency Zhuolin Yang Yue Liu Pin-Yu Chen D. Song AAML 36 164 0 28 Sep 2018
Adversarial Attacks Against Automatic Speech Recognition Systems via Psychoacoustic Hiding Lea Schonherr Katharina Kohls Steffen Zeiler Thorsten Holz D. Kolossa AAML 70 288 0 16 Aug 2018
Adversarial Robustness Toolbox v1.0.0 Maria-Irina Nicolae M. Sinn Minh-Ngoc Tran Beat Buesser Ambrish Rawat ... Nathalie Baracaldo Bryant Chen Heiko Ludwig Ian Molloy Ben Edwards AAML VLM 72 458 0 03 Jul 2018
Targeted Adversarial Examples for Black Box Audio Systems Rohan Taori Amog Kamsetty Brenton Chu N. Vemuri AAML 39 182 0 20 May 2018
Defense-GAN: Protecting Classifiers Against Adversarial Attacks Using Generative Models Pouya Samangouei Maya Kabkab Rama Chellappa AAML GAN 82 1,176 0 17 May 2018
A comparison of deep networks with ReLU activation function and linear spline-type methods Konstantin Eckle Johannes Schmidt-Hieber 67 329 0 06 Apr 2018
On the Suitability of $L_p$ -norms for Creating and Preventing Adversarial Examples Mahmood Sharif Lujo Bauer Michael K. Reiter AAML 125 138 0 27 Feb 2018
Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples Anish Athalye Nicholas Carlini D. Wagner AAML 191 3,180 0 01 Feb 2018
CommanderSong: A Systematic Approach for Practical Adversarial Voice Recognition Xuejing Yuan Yuxuan Chen Yue Zhao Yunhui Long Xiaokang Liu Kai Chen Shengzhi Zhang Heqing Huang Xiaofeng Wang Carl A. Gunter AAML 62 353 0 24 Jan 2018
Fooling End-to-end Speaker Verification by Adversarial Examples Felix Kreuk Yossi Adi Moustapha Cissé Joseph Keshet AAML 50 203 0 10 Jan 2018
Audio Adversarial Examples: Targeted Attacks on Speech-to-Text Nicholas Carlini D. Wagner AAML 88 1,077 0 05 Jan 2018
Threat of Adversarial Attacks on Deep Learning in Computer Vision: A Survey Naveed Akhtar Ajmal Mian AAML 79 1,863 0 02 Jan 2018
Decision-Based Adversarial Attacks: Reliable Attacks Against Black-Box Machine Learning Models Wieland Brendel Jonas Rauber Matthias Bethge AAML 65 1,342 0 12 Dec 2017
Crafting Adversarial Examples For Speech Paralinguistics Applications Yuan Gong C. Poellabauer AAML 62 121 0 09 Nov 2017
DolphinAtack: Inaudible Voice Commands Guoming Zhang Chen Yan Xiaoyu Ji Taimin Zhang Tianchen Zhang Wenyuan Xu AAML 43 694 0 31 Aug 2017
VoxCeleb: a large-scale speaker identification dataset Arsha Nagrani Joon Son Chung Andrew Zisserman 117 2,273 0 26 Jun 2017
Towards Deep Learning Models Resistant to Adversarial Attacks Aleksander Madry Aleksandar Makelov Ludwig Schmidt Dimitris Tsipras Adrian Vladu SILM OOD 273 12,029 0 19 Jun 2017