Trading Devil: Robust backdoor attack via Stochastic investment models and Bayesian approach

arXiv:2406.10719v1 Announce Type: new
Abstract: With the growing use of voice-activated systems and speech recognition technologies, the danger of backdoor attacks on audio data has grown significantly. This research looks at a specific type of attack, known as a Stochastic investment-based backdoor attack (MarketBack), in which adversaries strategically manipulate the stylistic properties of audio to fool speech recognition systems. The security and integrity of machine learning models are seriously threatened by backdoor attacks, in order to maintain the reliability of …

adversaries arxiv attack attacks audio backdoor backdoor attack backdoor attacks cs.cr cs.lg data investment q-fin.cp q-fin.st recognition research speech speech recognition stat.ml systems technologies trading voice