Search Results for author: Christian Cianfarani

Found 2 papers, 1 papers with code

Understanding Robust Learning through the Lens of Representation Similarities

1 code implementation20 Jun 2022 Christian Cianfarani, Arjun Nitin Bhagoji, Vikash Sehwag, Ben Y. Zhao, Prateek Mittal, Haitao Zheng

Representation learning, i. e. the generation of representations useful for downstream applications, is a task of fundamental importance that underlies much of the success of deep neural networks (DNNs).

Representation Learning

"Hello, It's Me": Deep Learning-based Speech Synthesis Attacks in the Real World

no code implementations20 Sep 2021 Emily Wenger, Max Bronckers, Christian Cianfarani, Jenna Cryan, Angela Sha, Haitao Zheng, Ben Y. Zhao

Advances in deep learning have introduced a new wave of voice synthesis tools, capable of producing audio that sounds as if spoken by a target speaker.

Speaker Recognition Speech Synthesis

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