- Understanding and Mitigating Audio Adversarial Examples🔍
- Towards Understanding and Mitigating Audio Adversarial Examples ...🔍
- shehzeen/waveguard_defense🔍
- Understanding and Mitigating Audio Adversarial Examples.🔍
- SpeakerGuard/SpeakerGuard🔍
- Multi|targeted audio adversarial example for use against speech ...🔍
- Towards the universal defense for query|based audio adversarial ...🔍
- CHARACTERIZING AUDIO ADVERSARIAL EXAMPLES USING ...🔍
Understanding and Mitigating Audio Adversarial Examples.
Understanding and Mitigating Audio Adversarial Examples - USENIX
In this work, we introduce WaveGuard: a framework for detecting adversarial inputs that are crafted to attack ASR systems. Our framework incorporates audio ...
Understanding and Mitigating Audio Adversarial Examples - USENIX
1 We demonstrate that our defense framework is able to reliably detect adversarial examples con- structed by four recent audio adversarial attacks, with a vari-.
Towards Understanding and Mitigating Audio Adversarial Examples ...
In this work, we systematically investigate transformation and adversarial training based defenses for securing SRSs.
Understanding and Mitigating Audio Adversarial Examples
WaveGuard is introduced: a framework for detecting adversarial inputs that are crafted to attack ASR systems and empirically demonstrates that audio ...
Towards Understanding and Mitigating Audio Adversarial Examples ...
Speaker recognition systems (SRSs) have recently been shown to be vulnerable to adversarial attacks, raising significant security concerns.
shehzeen/waveguard_defense: This is the codebase for defense ...
This is the codebase for defense framework described in USENIX '21 paper "WaveGuard: Understanding and Mitigating Audio Adversarial Examples" ...
Understanding and Mitigating Audio Adversarial Examples. - DBLP
Bibliographic details on WaveGuard: Understanding and Mitigating Audio Adversarial Examples.
Towards Understanding and Mitigating Audio Adversarial Examples ...
Abstract—Speaker recognition systems (SRSs) have recently been shown to be vulnerable to adversarial attacks, raising significant security concerns.
WaveGuard: Understanding and mitigating audio adversarial ...
Keyphrases · Adaptive Adversary · Adaptive Attack · Adversarial Attack · Adversarial Examples · Adversarial Input · Audio · Audio Adversarial Example · Audio ...
Towards Understanding and Mitigating Audio Adversarial Examples ...
It is demonstrated that the proposed novel feature-level transformation combined with adversarial training is rather effective compared to ...
SpeakerGuard/SpeakerGuard - GitHub
a Pytorch library for security research on speaker recognition, released in "Towards Understanding and Mitigating Audio Adversarial Examples for Speaker ...
Multi-targeted audio adversarial example for use against speech ...
However, such networks exhibit weakness against adversarial examples. An adversarial example is a sample that is correctly recognized by humans but is ...
Towards the universal defense for query-based audio adversarial ...
Recently, studies show that deep learning-based automatic speech recognition (ASR) systems are vulnerable to adversarial examples (AEs), ...
CHARACTERIZING AUDIO ADVERSARIAL EXAMPLES USING ...
data properties to mitigate negative effects of adversarial examples. 1 INTRODUCTION. Deep Neural Networks (DNNs) have been widely adopted in a variety of ...
Characterizing Audio Adversarial Examples Using Temporal ... - arXiv
Abstract:Recent studies have highlighted adversarial examples as a ubiquitous threat to different neural network models and many downstream ...
Audio Adversarial Examples: Targeted Attacks on Speech-to-Text
Audio Adversarial Examples: Targeted Attacks ... USENIX Security '21 - WaveGuard: Understanding and Mitigating Audio Adversarial Examples.
CommanderUAP: a practical and transferable universal adversarial ...
Common adversarial attack methods against ASR involve generating a small perturbation and adding it to a normal audio example, causing the ...
(PDF) Speech Coding and Audio Preprocessing for Mitigating and ...
This research also proposes a new metric for evaluating preprocessing defenses against adversarial attacks. Additionally, this research explores ...
Adversarial Examples in Deep Learning: Understanding and ...
Adversarial examples have become a critical concern in deep learning systems due to their ability to deceive models with imperceptible perturbations. This paper ...
POSTER: Detecting Audio Adversarial Example through Audio ...
The key point of this method is to add a new low level distortion using audio modification, so that the classification result of the adversarial example changes ...