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20202026
most citedPrivacy against Real-Time Speech Emotion Detection via Acoustic Adversarial Evasion of Machine Learning

12 citations · 30 across the 16 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

cs.CV2022★ 1 cited

VeriCompress: A Tool to Streamline the Synthesis of Verified Robust Compressed Neural Networks from Scratch

Sawinder Kaur, Yi Xiao, Asif Salekin

AI's widespread integration has led to neural networks (NNs) deployment on edge and similar limited-resource platforms for safety-critical scenarios. Yet, NN's fragility raises con…

cs.LG2022★ 12 cited

Privacy against Real-Time Speech Emotion Detection via Acoustic Adversarial Evasion of Machine Learning

Brian Testa, Yi Xiao, Harshit Sharma +2

Smart speaker voice assistants (VAs) such as Amazon Echo and Google Home have been widely adopted due to their seamless integration with smart home devices and the Internet of Thin…

cs.SD2022★ 2 cited

Psychophysiology-aided Perceptually Fluent Speech Analysis of Children Who Stutter

Yi Xiao, Harshit Sharma, Victoria Tumanova +1

This paper presents a novel approach named PASAD that detects changes in perceptually fluent speech acoustics of young children. Particularly, analysis of perceptually fluent speec…

eess.SP2022★ 8 cited

Psychophysiological Arousal in Young Children Who Stutter: An Interpretable AI Approach

Harshit Sharma, Yi Xiao, Victoria Tumanova +1

The presented first-of-its-kind study effectively identifies and visualizes the second-by-second pattern differences in the physiological arousal of preschool-age children who do s…

cs.LG2022

Deadwooding: Robust Global Pruning for Deep Neural Networks

Sawinder Kaur, Ferdinando Fioretto, Asif Salekin

The ability of Deep Neural Networks to approximate highly complex functions is key to their success. This benefit, however, comes at the expense of a large model size, which challe…