Imperceptible, Robust, and Targeted Adversarial Examples for Automatic Speech Recognition

22 March 2019

Papers citing "Imperceptible, Robust, and Targeted Adversarial Examples for Automatic Speech Recognition"

50 / 174 papers shown

Title
A Tandem Framework Balancing Privacy and Security for Voice User Interfaces Ranya Aloufi Hamed Haddadi David E. Boyle 28 2 0 21 Jul 2021
Perceptual-based deep-learning denoiser as a defense against adversarial attacks on ASR systems Anirudh Sreeram Nicholas Mehlman Raghuveer Peri D. Knox Shrikanth Narayanan 26 5 0 12 Jul 2021
Adversarial Sample Detection for Speaker Verification by Neural Vocoders Haibin Wu Po-Chun Hsu Ji Gao Shanshan Zhang Shen Huang Jian Kang Zhiyong Wu Helen Meng Hung-yi Lee AAML 25 20 0 01 Jul 2021
Probabilistic Margins for Instance Reweighting in Adversarial Training Qizhou Wang Feng Liu Bo Han Tongliang Liu Chen Gong Gang Niu Mingyuan Zhou Masashi Sugiyama AAML 29 61 0 15 Jun 2021
Voting for the right answer: Adversarial defense for speaker verification Haibin Wu Yang Zhang Zhiyong Wu Dong Wang Hung-yi Lee AAML 25 25 0 15 Jun 2021
Audio Attacks and Defenses against AED Systems -- A Practical Study Rodrigo Augusto dos Santos Shirin Nilizadeh AAML 17 2 0 14 Jun 2021
Improving the Adversarial Robustness for Speaker Verification by Self-Supervised Learning Haibin Wu Xu Li Andy T. Liu Zhiyong Wu Helen Meng Hung-yi Lee AAML SSL 42 29 0 01 Jun 2021
Exploring Misclassifications of Robust Neural Networks to Enhance Adversarial Attacks Leo Schwinn René Raab A. Nguyen Dario Zanca Bjoern M. Eskofier AAML 14 58 0 21 May 2021
DISCO Verification: Division of Input Space into COnvex polytopes for neural network verification Julien Girard-Satabin Aymeric Varasse Marc Schoenauer Guillaume Charpiat Zakaria Chihani 14 1 0 17 May 2021
Fashion-Guided Adversarial Attack on Person Segmentation Marc Treu Trung-Nghia Le H. Nguyen Junichi Yamagishi Isao Echizen AAML 33 12 0 17 Apr 2021
Exploring Targeted Universal Adversarial Perturbations to End-to-end ASR Models Zhiyun Lu Wei Han Yu Zhang Liangliang Cao AAML 52 16 0 06 Apr 2021
Can audio-visual integration strengthen robustness under multimodal attacks? Yapeng Tian Chenliang Xu AAML 31 37 0 05 Apr 2021
Adversarial Attacks and Defenses for Speech Recognition Systems Piotr Żelasko Sonal Joshi Yiwen Shao Jesus Villalba J. Trmal Najim Dehak Sanjeev Khudanpur AAML 13 28 0 31 Mar 2021
Cyclic Defense GAN Against Speech Adversarial Attacks Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 24 7 0 26 Mar 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 37 15 0 19 Mar 2021
Towards Robust Speech-to-Text Adversarial Attack Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 17 12 0 15 Mar 2021
Multi-Discriminator Sobolev Defense-GAN Against Adversarial Attacks for End-to-End Speech Systems Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 19 15 0 15 Mar 2021
WaveGuard: Understanding and Mitigating Audio Adversarial Examples Shehzeen Samarah Hussain Paarth Neekhara Shlomo Dubnov Julian McAuley F. Koushanfar AAML 25 71 0 04 Mar 2021
Dompteur: Taming Audio Adversarial Examples Thorsten Eisenhofer Lea Schonherr Joel Frank Lars Speckemeier D. Kolossa Thorsten Holz AAML 33 24 0 10 Feb 2021
Cortical Features for Defense Against Adversarial Audio Attacks Ilya Kavalerov Frank Zheng W. Czaja Ramalingam Chellappa AAML 27 0 0 30 Jan 2021
Adjust-free adversarial example generation in speech recognition using evolutionary multi-objective optimization under black-box condition Shoma Ishida S. Ono AAML 14 8 0 21 Dec 2020
Self-Gradient Networks Hossein Aboutalebi M. Shafiee AAML 17 0 0 18 Nov 2020
Perception Improvement for Free: Exploring Imperceptible Black-box Adversarial Attacks on Image Classification Yongwei Wang Mingquan Feng Rabab Ward Z. J. Wang Lanjun Wang AAML 11 3 0 30 Oct 2020
Stop Bugging Me! Evading Modern-Day Wiretapping Using Adversarial Perturbations Yael Mathov Tal Senior A. Shabtai Yuval Elovici 28 5 0 24 Oct 2020
Class-Conditional Defense GAN Against End-to-End Speech Attacks Mohammad Esmaeilpour P. Cardinal Alessandro Lameiras Koerich AAML 13 14 0 22 Oct 2020
VenoMave: Targeted Poisoning Against Speech Recognition H. Aghakhani Lea Schonherr Thorsten Eisenhofer D. Kolossa Thorsten Holz Christopher Kruegel Giovanni Vigna AAML 8 17 0 21 Oct 2020
Towards Resistant Audio Adversarial Examples Tom Dörr Karla Markert Nicolas M. Muller Konstantin Böttinger AAML 17 7 0 14 Oct 2020
Adversarial attacks on audio source separation Naoya Takahashi S. Inoue Yuki Mitsufuji AAML 9 9 0 07 Oct 2020
Using Inaudible Audio and Voice Assistants to Transmit Sensitive Data over Telephony Zhengxian He M. Rajput M. Ahamad 6 0 0 21 Sep 2020
Bluff: Interactively Deciphering Adversarial Attacks on Deep Neural Networks Nilaksh Das Haekyu Park Zijie J. Wang Fred Hohman Robert Firstman Emily Rogers Duen Horng Chau AAML 21 26 0 05 Sep 2020
A Survey of Deep Active Learning Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Brij B. Gupta Xiaojiang Chen Xin Wang 31 1,123 0 30 Aug 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 19 65 0 18 Aug 2020
End-to-End Adversarial White Box Attacks on Music Instrument Classification Katharina Prinz A. Flexer AAML 6 0 0 29 Jul 2020
Attacking and Defending Machine Learning Applications of Public Cloud Dou Goodman Xin Hao SILM AAML 19 7 0 27 Jul 2020
Provably Robust Adversarial Examples Dimitar I. Dimitrov Gagandeep Singh Timon Gehr Martin Vechev AAML 19 11 0 23 Jul 2020
Audio Adversarial Examples for Robust Hybrid CTC/Attention Speech Recognition Ludwig Kurzinger Edgar Ricardo Chavez Rosas Lujun Li Tobias Watzel Gerhard Rigoll AAML 11 4 0 21 Jul 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 24 128 0 13 Jul 2020
Robust and Accurate Authorship Attribution via Program Normalization Yizhen Wang Mohannad J. Alhanahnah Ke Wang Mihai Christodorescu S. Jha AAML 26 1 0 01 Jul 2020
Consistency Regularization for Certified Robustness of Smoothed Classifiers Jongheon Jeong Jinwoo Shin AAML 20 88 0 07 Jun 2020
Detecting Audio Attacks on ASR Systems with Dropout Uncertainty T. Jayashankar Jonathan Le Roux P. Moulin AAML 6 17 0 02 Jun 2020
Scalable Polyhedral Verification of Recurrent Neural Networks Wonryong Ryou Jiayu Chen Mislav Balunović Gagandeep Singh Andrei Dan Martin Vechev 6 31 0 27 May 2020
Inaudible Adversarial Perturbations for Targeted Attack in Speaker Recognition Qing Wang Pengcheng Guo Lei Xie AAML 21 57 0 21 May 2020
Towards Feature Space Adversarial Attack Qiuling Xu Guanhong Tao Shuyang Cheng Xinming Zhang GAN AAML 25 25 0 26 Apr 2020
Testing Machine Translation via Referential Transparency Pinjia He Clara Meister Z. Su 8 49 0 22 Apr 2020
Targeted Attack for Deep Hashing based Retrieval Jiawang Bai Bin Chen Yiming Li Dongxian Wu Weiwei Guo Shutao Xia En-Hui Yang AAML 6 85 0 15 Apr 2020
Extending Adversarial Attacks to Produce Adversarial Class Probability Distributions Jon Vadillo Roberto Santana Jose A. Lozano AAML 12 0 0 14 Apr 2020
Learning to fool the speaker recognition Jiguo Li Xinfeng Zhang Jizheng Xu Li Zhang Y. Wang Siwei Ma Wen Gao AAML 30 21 0 07 Apr 2020
Characterizing Speech Adversarial Examples Using Self-Attention U-Net Enhancement Chao-Han Huck Yang Jun Qi Pin-Yu Chen Xiaoli Ma Chin-Hui Lee AAML 22 53 0 31 Mar 2020
$Can you hear me $\textit{now}$? Sensitive comparisons of human and machine perception$ Can you hear me $\textit{now}$ ? Sensitive comparisons of human and machine perception Michael A. Lepori C. Firestone AAML 18 9 0 27 Mar 2020
SAD: Saliency-based Defenses Against Adversarial Examples Richard Tran David Patrick Michaela Geyer Amanda Fernandez AAML 23 5 0 10 Mar 2020