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Whispering Under the Eaves: Protecting User Privacy Against Commercial and LLM-powered Automatic Speech Recognition Systems

Authors: Jin, Weifei;

Whispering Under the Eaves: Protecting User Privacy Against Commercial and LLM-powered Automatic Speech Recognition Systems

Abstract

Here are the materials related to AudioShield, including: source_code.zip: The source code of AudioShield. datasets.zip: The training and testing datasets, processed in pickle format and ready for use. The 500 samples from Librispeech are used for training, and 2000 samples from VCTK are used for testing. pretrained_models.zip: The pre-trained models required for training and testing, including the locally trained target ASR model, DeepSpeech, and the Autoencoder model VITS used by AudioShield. Please unzip the files in datasets.zip into the source_code/datasets folder, and unzip the files in pretrained_models.zip into the source_code/pretrained folder. For detailed installation and usage instructions, please refer to the README file in the source_code folder.

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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Average
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