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In this paper we investigate the ability of generative adversarial networks (GANs) to synthesize spoofing attacks on modern speaker recognition systems.
“Imagenet classification with deep convolutional neural networks,”
Alex Krizhevsky, Ilya Sutskever, and Geoffrey E Hinton, · 2012
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Christian Szegedy, Wojciech Zaremba, Ilya Sutskever, Joan Bruna, Dumitru Erhan, Ian Goodfellow, and Rob Fergus, · 2013
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Kishore Prahallad, Anandaswarup Vadapalli, Naresh Elluru, G Mantena, B Pulugundla, P Bhaskararao, HA Murthy, S King, V Karaiskos, and AW Black, · 2013
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“Explaining and harnessing adversarial examples,”
Ian J Goodfellow, Jonathon Shlens, and Christian Szegedy, · 2014
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Adham Zeidan, Armin Lehmann, and Ulrich Trick, · 2014
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“Generative adversarial nets,”
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, and Yoshua Bengio, · 2014
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“Adam: A method for stochastic optimization,”
Diederik Kingma and Jimmy Ba, · 2014
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“Conditional generative adversarial nets,”
Mehdi Mirza and Simon Osindero, · 2014
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“Spoofing and countermeasures for speaker verification: a survey,”
Zhizheng Wu, Nicholas Evans, Tomi Kinnunen, Junichi Yamagishi, Federico Alegre, and Haizhou Li, · 2015
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“Unsupervised representation learning with deep convolutional generative adversarial networks,”
Alec Radford, Luke Metz, and Soumith Chintala, · 2015
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“Wavenet: A generative model for raw audio,”
Aäron van den Oord, Sander Dieleman, Heiga Zen, Karen Simonyan, Oriol Vinyals, Alex Graves, Nal Kalchbrenner, Andrew Senior, and Koray Kavukcuoglu, · 2016
Cited alongside, same era.
“Samplernn: An unconditional end-to-end neural audio generation model,”
“Speaker identification and clustering using convolutional neural networks,”
Yanick Lukic, Carlo Vogt, Oliver Dürr, and Thilo Stadelmann, · 2016
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“Photo-realistic single image super-resolution using a generative adversarial network,”
Christian Ledig, Lucas Theis, Ferenc Huszár, Jose Caballero, Andrew Cunningham, Alejandro Acosta, Andrew Aitken, Alykhan Tejani, Johannes Totz, Zehan Wang, et al., · 2016
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“Tacotron: A fully end-to-end text-to-speech synthesis model,”
Yuxuan Wang, RJ Skerry-Ryan, Daisy Stanton, Yonghui Wu, Ron J Weiss, Navdeep Jaitly, Zongheng Yang, Ying Xiao, Zhifeng Chen, Samy Bengio, et al., · 2017
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“Segan: Speech enhancement generative adversarial network,”
Santiago Pascual, Antonio Bonafonte, and Joan Serrà, · 2017
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Mahmood Sharif, Sruti Bhagavatula, Lujo Bauer, and Michael K Reiter, · 2016
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Nicholas Carlini, Pratyush Mishra, Tavish Vaidya, Yuankai Zhang, Micah Sherr, Clay Shields, David Wagner, and Wenchao Zhou, · 2016
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“Towards verified artificial intelligence,”
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Jonathan Chang and Stefan Scherer, · 2017
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Martin Arjovsky, Soumith Chintala, and Léon Bottou, · 2017
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“Improved training of wasserstein gans,”
Ishaan Gulrajani, Faruk Ahmed, Martin Arjovsky, Vincent Dumoulin, and Aaron Courville, · 2017
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