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02/26/2022
Neuro-Inspired Deep Neural Networks with Sparse, Strong Activations
While end-to-end training of Deep Neural Networks (DNNs) yields state of...
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02/07/2022
Self-supervised Speaker Recognition Training Using Human-Machine Dialogues
Speaker recognition, recognizing speaker identities based on voice alone...
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04/12/2021
Sparse Coding Frontend for Robust Neural Networks
Deep Neural Networks are known to be vulnerable to small, adversarially ...
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11/21/2020
A Neuro-Inspired Autoencoding Defense Against Adversarial Perturbations
Deep Neural Networks (DNNs) are vulnerable to adversarial attacks: caref...
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02/25/2020
Robust Wireless Fingerprinting: Generalizing Across Space and Time
Can we distinguish between two wireless transmitters sending exactly the...
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02/22/2020
Polarizing Front Ends for Robust CNNs
The vulnerability of deep neural networks to small, adversarially design...
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05/19/2019