SoK: The Faults in our ASRs: An Overview of Attacks against Automatic Speech Recognition and Speaker Identification Systems

13 July 2020

H. Abdullah

Kevin Warren

Vincent Bindschaedler

Papers citing "SoK: The Faults in our ASRs: An Overview of Attacks against Automatic Speech Recognition and Speaker Identification Systems"

50 / 65 papers shown

Title
Selective Masking Adversarial Attack on Automatic Speech Recognition Systems Zheng Fang Shenyi Zhang Tao Wang Bowen Li Lingchen Zhao Zhangyi Wang AAML 23 0 0 06 Apr 2025
Transferable Adversarial Attacks against ASR Xiaoxue Gao Zexin Li Yiming Chen Cong Liu Yiming Li AAML 36 1 0 14 Nov 2024
Model-Enhanced LLM-Driven VUI Testing of VPA Apps Suwan Li Lei Bu Guangdong Bai Fuman Xie Kai Chen Chang Yue 32 0 0 03 Jul 2024
Zero-Query Adversarial Attack on Black-box Automatic Speech Recognition Systems Zheng Fang Tao Wang Lingchen Zhao Shenyi Zhang Bowen Li Yunjie Ge Q. Li Chao Shen Qian Wang 16 4 0 27 Jun 2024
SoK: Web Authentication in the Age of End-to-End Encryption Jenny Blessing Daniel Hugenroth Ross J. Anderson A. Beresford 32 1 0 26 Jun 2024
Sok: Comprehensive Security Overview, Challenges, and Future Directions of Voice-Controlled Systems Haozhe Xu Cong Wu Yangyang Gu Xingcan Shang Jing Chen Kun He Ruiying Du 48 3 0 27 May 2024
Towards Evaluating the Robustness of Automatic Speech Recognition Systems via Audio Style Transfer Weifei Jin Yuxin Cao Junjie Su Qi Shen Kai Ye Derui Wang Jie Hao Ziyao Liu AAML 46 2 0 15 May 2024
Whispy: Adapting STT Whisper Models to Real-Time Environments Antonio Bevilacqua Paolo Saviano A. Amirante S. Romano 23 3 0 06 May 2024
Improving Membership Inference in ASR Model Auditing with Perturbed Loss Features Francisco Teixeira Karla Pizzi R. Olivier A. Abad Bhiksha Raj Isabel Trancoso AAML 45 2 0 02 May 2024
Every Breath You Don't Take: Deepfake Speech Detection Using Breath Seth Layton Thiago De Andrade Daniel Olszewski Kevin Warren Kevin R. B. Butler Patrick Traynor 34 4 0 23 Apr 2024
A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures Thanh Tam Nguyen T. T. Huynh Zhao Ren Thanh Toan Nguyen Phi Le Nguyen Hongzhi Yin Quoc Viet Hung Nguyen 68 8 0 31 Mar 2024
Unraveling Adversarial Examples against Speaker Identification -- Techniques for Attack Detection and Victim Model Classification Sonal Joshi Thomas Thebaud Jesús Villalba Najim Dehak AAML 27 1 0 29 Feb 2024
A Practical Survey on Emerging Threats from AI-driven Voice Attacks: How Vulnerable are Commercial Voice Control Systems? Yuanda Wang Qiben Yan Nikolay Ivanov Xun Chen AAML 13 2 0 10 Dec 2023
SoK: Pitfalls in Evaluating Black-Box Attacks Fnu Suya Anshuman Suri Tingwei Zhang Jingtao Hong Yuan Tian David E. Evans AAML 33 6 0 26 Oct 2023
An Integrated Algorithm for Robust and Imperceptible Audio Adversarial Examples Armin Ettenhofer Jan-Philipp Schulze Karla Pizzi AAML 27 0 0 05 Oct 2023
SkillScanner: Detecting Policy-Violating Voice Applications Through Static Analysis at the Development Phase Song Liao Long Cheng Haipeng Cai Linke Guo Hongxin Hu ELM 21 5 0 11 Sep 2023
Timbre-reserved Adversarial Attack in Speaker Identification Qing Wang Jixun Yao Li Zhang Pengcheng Guo Linfu Xie AAML 32 4 0 02 Sep 2023
Compensating Removed Frequency Components: Thwarting Voice Spectrum Reduction Attacks Shu Wang Kun Sun Qi Li AAML 28 0 0 18 Aug 2023
Group-based Robustness: A General Framework for Customized Robustness in the Real World Weiran Lin Keane Lucas Neo Eyal Lujo Bauer Michael K. Reiter Mahmood Sharif OOD AAML 27 1 0 29 Jun 2023
DistriBlock: Identifying adversarial audio samples by leveraging characteristics of the output distribution Matías P. Pizarro D. Kolossa Asja Fischer AAML 35 1 0 26 May 2023
QFA2SR: Query-Free Adversarial Transfer Attacks to Speaker Recognition Systems Guangke Chen Yedi Zhang Zhe Zhao Fu Song AAML 41 11 0 23 May 2023
The defender's perspective on automatic speaker verification: An overview Haibin Wu Jiawen Kang Lingwei Meng Helen Meng Hung-yi Lee AAML 24 14 0 22 May 2023
Hello Me, Meet the Real Me: Audio Deepfake Attacks on Voice Assistants Domna Bilika Nikoletta Michopoulou E. Alepis Constantinos Patsakis 22 8 0 20 Feb 2023
Turning Noises to Fingerprint-Free "Credentials": Secure and Usable Drone Authentication Chuxiong Wu Qiang Zeng 14 3 0 18 Feb 2023
BarrierBypass: Out-of-Sight Clean Voice Command Injection Attacks through Physical Barriers Pa Walker Tianfang Zhang Cong Shi Nitesh Saxena Ying-Cong Chen AAML 18 2 0 04 Feb 2023
"Real Attackers Don't Compute Gradients": Bridging the Gap Between Adversarial ML Research and Practice Giovanni Apruzzese Hyrum S. Anderson Savino Dambra D. Freeman Fabio Pierazzi Kevin A. Roundy AAML 31 75 0 29 Dec 2022
Data Leakage via Access Patterns of Sparse Features in Deep Learning-based Recommendation Systems H. Hashemi Wenjie Xiong Liu Ke Kiwan Maeng M. Annavaram G. E. Suh Hsien-Hsin S. Lee 32 6 0 12 Dec 2022
Privacy against Real-Time Speech Emotion Detection via Acoustic Adversarial Evasion of Machine Learning Brian Testa Yi Xiao Harshit Sharma Avery Gump Asif Salekin AAML 27 7 0 17 Nov 2022
There is more than one kind of robustness: Fooling Whisper with adversarial examples R. Olivier Bhiksha Raj AAML 40 12 0 26 Oct 2022
Push-Pull: Characterizing the Adversarial Robustness for Audio-Visual Active Speaker Detection Xuan-Bo Chen Haibin Wu Helen Meng Hung-yi Lee J. Jang AAML 20 3 0 03 Oct 2022
Watch What You Pretrain For: Targeted, Transferable Adversarial Examples on Self-Supervised Speech Recognition models R. Olivier H. Abdullah Bhiksha Raj AAML 24 1 0 17 Sep 2022
Threat Assessment in Machine Learning based Systems L. Tidjon Foutse Khomh 27 17 0 30 Jun 2022
Towards Understanding and Mitigating Audio Adversarial Examples for Speaker Recognition Guangke Chen Zhe Zhao Fu Song Sen Chen Lingling Fan Feng Wang Jiashui Wang AAML 20 36 0 07 Jun 2022
Adversarial attacks and defenses in Speaker Recognition Systems: A survey Jiahe Lan Rui Zhang Zheng Yan Jie Wang Yu Chen Ronghui Hou AAML 24 23 0 27 May 2022
MM-BD: Post-Training Detection of Backdoor Attacks with Arbitrary Backdoor Pattern Types Using a Maximum Margin Statistic Hang Wang Zhen Xiang David J. Miller G. Kesidis AAML 32 41 0 13 May 2022
SoK: Rethinking Sensor Spoofing Attacks against Robotic Vehicles from a Systematic View Yuan Xu Xingshuo Han Gelei Deng Jiwei Li Yang Liu Tianwei Zhang AAML 21 20 0 10 May 2022
AdvEst: Adversarial Perturbation Estimation to Classify and Detect Adversarial Attacks against Speaker Identification Sonal Joshi Saurabh Kataria Jesus Villalba Najim Dehak AAML 38 7 0 08 Apr 2022
Coarse-to-Fine Recursive Speech Separation for Unknown Number of Speakers Zhenhao Jin Xiang Hao Xiangdong Su 19 4 0 30 Mar 2022
Recent improvements of ASR models in the face of adversarial attacks R. Olivier Bhiksha Raj AAML 18 13 0 29 Mar 2022
Supporting tangible multi-factor key exchange in households Tom Lodge Sameh Zakhary Derek McAuley 20 0 0 25 Mar 2022
Attacks as Defenses: Designing Robust Audio CAPTCHAs Using Attacks on Automatic Speech Recognition Systems H. Abdullah Aditya Karlekar S. Prasad Muhammad Sajidur Rahman Logan Blue L. A. Bauer Vincent Bindschaedler Patrick Traynor AAML 21 3 0 10 Mar 2022
SoK: On the Semantic AI Security in Autonomous Driving Junjie Shen Ningfei Wang Ziwen Wan Yunpeng Luo Takami Sato ... Zhenyu Zhong Kang Li Ziming Zhao Chunming Qiao Qi Alfred Chen AAML 20 39 0 10 Mar 2022
Alexa versus Alexa: Controlling Smart Speakers by Self-Issuing Voice Commands Sergio Esposito D. Sgandurra G. Bella 31 14 0 17 Feb 2022
On the Detection of Adaptive Adversarial Attacks in Speaker Verification Systems Zesheng Chen AAML 21 8 0 11 Feb 2022
FAAG: Fast Adversarial Audio Generation through Interactive Attack Optimisation Yuantian Miao Chao Chen Lei Pan Jun Zhang Yang Xiang AAML 20 2 0 11 Feb 2022
Visualizing Automatic Speech Recognition -- Means for a Better Understanding? Karla Markert Romain Parracone Mykhailo Kulakov Philip Sperl Ching-yu Kao Konstantin Böttinger 19 8 0 01 Feb 2022
Language Dependencies in Adversarial Attacks on Speech Recognition Systems Karla Markert Donika Mirdita Konstantin Böttinger AAML SILM 19 4 0 01 Feb 2022
Detecting Audio Adversarial Examples with Logit Noising N. Park Sangwoo Ji Jong Kim AAML 27 5 0 13 Dec 2021
Catch Me If You Can: Blackbox Adversarial Attacks on Automatic Speech Recognition using Frequency Masking Xiao-lan Wu A. Rajan AAML 16 4 0 03 Dec 2021
WaveFake: A Data Set to Facilitate Audio Deepfake Detection Joel Frank Lea Schonherr DiffM 129 123 0 04 Nov 2021